schema_version stringclasses 1
value | event dict | organization dict | identity_context dict | vulnerability dict | tenant_context dict | facility_context dict | portfolio_context dict | telemetry_stream listlengths 6 12 | detection dict | forecast dict | impact dict | response dict | simulation dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100500",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "5b1109cc-13d0-4a7d-8388-f7905d6e613d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.024,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.55,
"battery_mwh": 8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-7CED789A0F",
"grid_service_limit_mw": 11.66,
"gross_sqft": 821211,
"infill_site": true,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.78,
"nearby_nodes": 5,
"network_redundancy_score": 0.658,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -263249,
"annualized_revenue_impact_usd": -340292,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 515203,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -2.76,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.95
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.546,
"capital_availability": 0.111,
"demand_pressure": 0.426,
"entitlement_friction": 0.78,
"labor_shortage": 0.92,
"portfolio_tightness": 0.648,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-100501",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "5c2375a4-ccee-4b34-974b-53c19b87b6cc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.285,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.58,
"battery_mwh": 9.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-2FC472F758",
"grid_service_limit_mw": 14.72,
"gross_sqft": 728317,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.631,
"nearby_nodes": 3,
"network_redundancy_score": 0.394,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 589... | [
{
"appointment_fill_pct": 85,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 194101,
"annualized_revenue_impact_usd": 287382,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 430201,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.041,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.35
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 28.44
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.2,
"demand_pressure": 0.933,
"entitlement_friction": 0.631,
"labor_shortage": 0.453,
"portfolio_tightness": 0.324,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-100502",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:28:00Z",
"trace_id": "5ba7edd7-e92d-41ed-ae78-577b58d63a13"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.142,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.57,
"battery_mwh": 4.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-C3DF4EE689",
"grid_service_limit_mw": 22.44,
"gross_sqft": 593224,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.498,
"nearby_nodes": 5,
"network_redundancy_score": 0.337,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 201609,... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 79,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": -0.52,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -44197,
"annualized_revenue_impact_usd": -63815,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 715650,
"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": -1.37,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.11
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.48
},
{
"action": "escalate_utility_interco... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.879,
"capital_availability": 0.29,
"demand_pressure": 0.292,
"entitlement_friction": 0.498,
"labor_shortage": 0.643,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-100503",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:55:00Z",
"trace_id": "a745db28-e9a7-4edd-a30a-98a00c61b3ea"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.01,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.444,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.58,
"battery_mwh": 6.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-E9BBE32D63",
"grid_service_limit_mw": 16.11,
"gross_sqft": 544330,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.124,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.172,
"nearby_nodes": 2,
"network_redundancy_score": 0.744,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": -0.44,
"tenant_expansion_probability": 0.178
} | {
"annualized_noi_impact_usd": -123757,
"annualized_revenue_impact_usd": -181694,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 566843,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -3.05,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.21
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.124,
"demand_pressure": 0.345,
"entitlement_friction": 0.172,
"labor_shortage": 0.749,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100504",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "5c0b2960-049f-48f6-ac3b-e7ad4e683cdf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.267,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.53,
"battery_mwh": 7.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-7E25ED6A4D",
"grid_service_limit_mw": 18.74,
"gross_sqft": 1113630,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.406,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.651,
"nearby_nodes": 4,
"network_redundancy_score": 0.58,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 47401,
"annualized_revenue_impact_usd": 73751,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 523019,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.86
},
{
"action": "rebal... | {
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"demand_pressure": 0.593,
"entitlement_friction": 0.651,
"labor_shortage": 0.631,
"portfolio_tightness": 0.518,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100505",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:13:00Z",
"trace_id": "85cbca69-4da6-401c-b297-0c55f7f7b6d3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.393,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 0.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-FD8B75F338",
"grid_service_limit_mw": 8.22,
"gross_sqft": 1109187,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.065,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.368,
"nearby_nodes": 4,
"network_redundancy_score": 0.865,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 96... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.59,
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"market_entry_score": 75.8,
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"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.266
} | {
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"lease_rate_change_pct": -1.58,
"occupancy_shift": -0.007,
"service_penalty_r... | {
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{
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"score": 33.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.63
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.409,
"entitlement_friction": 0.368,
"labor_shortage": 1,
"portfolio_tightness": 0.719,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100506",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:25:00Z",
"trace_id": "40fc5367-c1cf-41e0-8ec6-a9aaa7d71dc4"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.337,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 6.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-95E8EEC17A",
"grid_service_limit_mw": 9.8,
"gross_sqft": 1055846,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.866,
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"nearby_nodes": 7,
"network_redundancy_score": 0.575,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"dock_utilization_pct": 87.3,
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"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.6,
"shift_fill... | {
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"confidence_band": "very_high",
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} | {
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"occupancy_shift": 0.025,
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{
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"score": 30.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.05
},
{
"action": "secure_pop_up_capacity",
... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100507",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "8a39a4f1-9312-4d8c-b91e-76bf3f50b231"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.315,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
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"gross_sqft": 767763,
"infill_site": false,
"lease_expiry_months": 20,
"occ... | {
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"network_redundancy_score": 0.521,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 60.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 5.48,
"rent_growth_90d_pct": 4.66,
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} | {
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"service_penalty_risk_u... | {
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{
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"score": 38.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.03
},
{
"action": "rebal... | {
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"labor_shortage": 0.88,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-100508",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:43:00Z",
"trace_id": "ea5ebf0e-6ab2-4dd6-9b99-502e9275469c"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-71F974EF66",
"grid_service_limit_mw": 16.19,
"gross_sqft": 655040,
"infill_site": false,
"lease_expiry_months": 47,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.84,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.3,
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"dock_utilization_pct": 86.7,
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"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 0.41,
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} | {
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"service_penalty_risk_us... | {
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{
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"score": 40.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.49
},
{
"action": "activate_temp... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100509",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "17c03e25-eb18-4d53-ac68-cdde1ca569ac"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 0.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-8ADCA84838",
"grid_service_limit_mw": 15.13,
"gross_sqft": 583102,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.864,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": -29623,
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"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.337,
"demand_pressure": 0.476,
"entitlement_friction": 0.303,
"labor_shortage": 1,
"portfolio_tightness": 0.675,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-100510",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "87220ce5-aa02-4d27-bcc6-35161073be6b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.295,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.37,
"battery_mwh": 8.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-4C8DB81B4E",
"grid_service_limit_mw": 15.05,
"gross_sqft": 1235935,
"infill_site": false,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.715,
"nearby_nodes": 5,
"network_redundancy_score": 0.708,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": -61196,
"annualized_revenue_impact_usd": -82418,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 716583,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 37.29
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.32
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.53,
"entitlement_friction": 0.715,
"labor_shortage": 1,
"portfolio_tightness": 0.412,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100511",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:17:00Z",
"trace_id": "9491702d-bdeb-4db5-b44f-c33b36551a11"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.32,
"battery_mwh": 11.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-46B73B983E",
"grid_service_limit_mw": 18.14,
"gross_sqft": 1109555,
"infill_site": false,
"lease_expiry_months": 18,
"... | {
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"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.277,
"nearby_nodes": 8,
"network_redundancy_score": 0.617,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_r... | {
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"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.948,
"rent_growth_30d_pct": 3.66,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.748,
"lease_rate_change_pct": 2.78,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"score": 38.15
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.44
},
{
"action": "monitor_and_stage",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.812,
"demand_pressure": 0.565,
"entitlement_friction": 0.277,
"labor_shortage": 0.741,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100512",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:41:00Z",
"trace_id": "b7cefaf2-eb82-4fbc-9fab-992f224e120b"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.376,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 2.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-85EBBA3C48",
"grid_service_limit_mw": 8.97,
"gross_sqft": 1188207,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.106,
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"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.897,
"nearby_nodes": 6,
"network_redundancy_score": 0.613,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 89.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.42,
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 2.4,
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} | {
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"expansion_capture_probability_post_event": 0.63,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 42.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.7
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.106,
"demand_pressure": 0.823,
"entitlement_friction": 0.897,
"labor_shortage": 0.83,
"portfolio_tightness": 0.646,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100513",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "5e3cae60-2f4f-400b-85f8-3beb7abb3e70"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.237,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.21,
"battery_mwh": 7.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-C2B4CDBF6A",
"grid_service_limit_mw": 25,
"gross_sqft": 1343983,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.705,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.208,
"nearby_nodes": 4,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194977... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.13,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -71730,
"annualized_revenue_impact_usd": -97123,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": 0.81,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.95
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.58
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.705,
"demand_pressure": 0.439,
"entitlement_friction": 0.208,
"labor_shortage": 0.777,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100514",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:52:00Z",
"trace_id": "3958a0b4-0b25-4986-a676-0a6bb6788694"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.282,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 6.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-711E2A537E",
"grid_service_limit_mw": 19.64,
"gross_sqft": 1419399,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.951,
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"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.113,
"nearby_nodes": 6,
"network_redundancy_score": 0.583,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 95.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 91.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.564... | {
"annualized_noi_impact_usd": 187182,
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"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.776,
"capital_availability": 0.396,
"demand_pressure": 0.964,
"entitlement_friction": 0.113,
"labor_shortage": 0.667,
"portfolio_tightness": 0.36,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100515",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:49:00Z",
"trace_id": "d37aa5e9-0fb6-4ab8-9c26-fa2089099405"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.217,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.194,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.56,
"battery_mwh": 12.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-E73F7B090A",
"grid_service_limit_mw": 21.49,
"gross_sqft": 1057067,
"infill_site": false,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.279,
"nearby_nodes": 7,
"network_redundancy_score": 0.791,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.8,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.50... | {
"annualized_noi_impact_usd": 177114,
"annualized_revenue_impact_usd": 227452,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 519926,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.53
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.554,
"capital_availability": 0.592,
"demand_pressure": 0.498,
"entitlement_friction": 0.279,
"labor_shortage": 0.592,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100516",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:21:00Z",
"trace_id": "73c34ce5-22c6-428a-97e9-11a9c9762b90"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.154,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.8,
"battery_mwh": 4.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-7E9F99DE88",
"grid_service_limit_mw": 19.55,
"gross_sqft": 1178931,
"infill_site": false,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.295,
"nearby_nodes": 2,
"network_redundancy_score": 0.505,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 144248... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -107855,
"annualized_revenue_impact_usd": -173919,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 540730,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -0.61,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.17
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.28
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.419,
"demand_pressure": 0.602,
"entitlement_friction": 0.295,
"labor_shortage": 0.773,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-100517",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:39:00Z",
"trace_id": "606dae3f-71db-4ebd-82e1-b181dc57dca3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.317,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.75,
"battery_mwh": 8.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-47E40064FE",
"grid_service_limit_mw": 12.29,
"gross_sqft": 1077383,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.306,
"nearby_nodes": 3,
"network_redundancy_score": 0.397,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 78.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -146425,
"annualized_revenue_impact_usd": -247584,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 374675,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.91,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.37
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.89,
"capital_availability": 0.077,
"demand_pressure": 0.271,
"entitlement_friction": 0.306,
"labor_shortage": 0.678,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-100518",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:16:00Z",
"trace_id": "51b3b26b-56f1-4313-a545-34540c59d71c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.479,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.38,
"battery_mwh": 5.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-C81492675E",
"grid_service_limit_mw": 10.7,
"gross_sqft": 1061035,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.176,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.414,
"nearby_nodes": 5,
"network_redundancy_score": 0.672,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 81.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 0.51,
"tenant_expansion_probability": 0.185
} | {
"annualized_noi_impact_usd": -226035,
"annualized_revenue_impact_usd": -354373,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 431710,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -2.23,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.63
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.743,
"capital_availability": 0.176,
"demand_pressure": 0.465,
"entitlement_friction": 0.414,
"labor_shortage": 0.783,
"portfolio_tightness": 0.38,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-100519",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:11:00Z",
"trace_id": "ae684a4d-c0ff-4b2c-9038-55a3df367e79"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.448,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.47,
"battery_mwh": 4.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-9FD59C4594",
"grid_service_limit_mw": 24.94,
"gross_sqft": 633155,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.053,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.458,
"nearby_nodes": 5,
"network_redundancy_score": 0.757,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 349500,
... | [
{
"appointment_fill_pct": 97.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.3,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.691
} | {
"annualized_noi_impact_usd": 87194,
"annualized_revenue_impact_usd": 115349,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 404571,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.94
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.053,
"demand_pressure": 0.903,
"entitlement_friction": 0.458,
"labor_shortage": 0.868,
"portfolio_tightness": 0.385,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100520",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:38:00Z",
"trace_id": "5728cb55-1562-45b3-92c3-c35f7853a6f8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.046,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.338,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.68,
"battery_mwh": 2.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-8A48B915A2",
"grid_service_limit_mw": 17.16,
"gross_sqft": 763827,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.483,
"nearby_nodes": 3,
"network_redundancy_score": 0.767,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 77.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -1.11,
"rent_growth_90d_pct": -0.62,
"tenant_expansion_probability": 0.146... | {
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"annualized_revenue_impact_usd": -214092,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 60,
"estimated_capex_usd": 638721,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -3.88,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.19
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.96
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.458,
"demand_pressure": 0.205,
"entitlement_friction": 0.483,
"labor_shortage": 0.913,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100521",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "7d1cd738-0714-4f24-a10c-52a2cdea3f35"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.044,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.65,
"battery_mwh": 10.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-43A047D302",
"grid_service_limit_mw": 16.15,
"gross_sqft": 1143365,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.483,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.536,
"nearby_nodes": 3,
"network_redundancy_score": 0.559,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1090796... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -251138,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 420590,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -1.53,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.415,
"capital_availability": 0.483,
"demand_pressure": 0.641,
"entitlement_friction": 0.536,
"labor_shortage": 0.689,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100522",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:00:00Z",
"trace_id": "0a7d4f0a-e8b2-4e6c-b541-77691275847d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.418,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.342,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.26,
"battery_mwh": 4.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-071FE089FC",
"grid_service_limit_mw": 16.01,
"gross_sqft": 233170,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.181,
"nearby_nodes": 5,
"network_redundancy_score": 0.378,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 101151... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 87.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.872,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": -589,
"annualized_revenue_impact_usd": -805,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 579000,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.68
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.63,
"capital_availability": 0.241,
"demand_pressure": 0.765,
"entitlement_friction": 0.181,
"labor_shortage": 0.771,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100523",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "2b537ad6-8a1b-46f0-bc05-35182e69de30"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.429,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.375,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.68,
"battery_mwh": 5.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-9BD8B08EE6",
"grid_service_limit_mw": 14.86,
"gross_sqft": 715302,
"infill_site": true,
"lease_expiry_months": 23,
"occup... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.7,
"nearby_nodes": 4,
"network_redundancy_score": 0.426,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7535... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.4,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": 9110,
"annualized_revenue_impact_usd": 13421,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 597142,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.82
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.87,
"capital_availability": 0.193,
"demand_pressure": 0.76,
"entitlement_friction": 0.7,
"labor_shortage": 0.623,
"portfolio_tightness": 0.435,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100524",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "fbc8bf92-a5a3-4fe8-bd8a-49f72a7a6493"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.025,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.79,
"battery_mwh": 0.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-1BBE5995A8",
"grid_service_limit_mw": 14.62,
"gross_sqft": 484493,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.422,
"nearby_nodes": 6,
"network_redundancy_score": 0.481,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 80,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.171
} | {
"annualized_noi_impact_usd": -73975,
"annualized_revenue_impact_usd": -114178,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 514775,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.13
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.298,
"demand_pressure": 0.329,
"entitlement_friction": 0.422,
"labor_shortage": 0.696,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-100525",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:56:00Z",
"trace_id": "19f8546f-a226-4889-8b7a-fb93cc7cd45d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.316,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.17,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.64,
"battery_mwh": 4.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-283BFCEB98",
"grid_service_limit_mw": 11.65,
"gross_sqft": 526800,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.823,
"nearby_nodes": 2,
"network_redundancy_score": 0.381,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 25... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.9,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.89,
"rent_growth_90d_pct": 5.48,
"tenant_expansion_probability": 0.691
} | {
"annualized_noi_impact_usd": 209186,
"annualized_revenue_impact_usd": 299548,
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"decision_horizon_days": 90,
"estimated_capex_usd": 648290,
"expansion_capture_probability_post_event": 0.634,
"lease_rate_change_pct": 3.24,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.54
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.786,
"entitlement_friction": 0.823,
"labor_shortage": 0.712,
"portfolio_tightness": 0.722,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100526",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "65f74ca5-35a0-4182-8501-31baa8a3546a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.396,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 4.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-1B486D8EB4",
"grid_service_limit_mw": 13.47,
"gross_sqft": 465967,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.05,
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"nearby_nodes": 8,
"network_redundancy_score": 0.759,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86,
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"power_load_pct_of_service_limit": 34.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
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"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 5.45,
"tenant_expansion_probability": 0.775
} | {
"annualized_noi_impact_usd": 166697,
"annualized_revenue_impact_usd": 242422,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.73,
"lease_rate_change_pct": 4.12,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.5
},
{
"action": "lock_power_capacity_r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.52,
"demand_pressure": 0.636,
"entitlement_friction": 0.671,
"labor_shortage": 0.745,
"portfolio_tightness": 0.582,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-100527",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "5a16f547-f2b2-4cec-a3d3-b32bd285ef3c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
"growth_rate": 0.274,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.229,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.37,
"battery_mwh": 10.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-59B8BD00FD",
"grid_service_limit_mw": 19.56,
"gross_sqft": 445144,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.25,
"nearby_nodes": 2,
"network_redundancy_score": 0.771,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 77... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
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"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 0.24,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": -13861,
"annualized_revenue_impact_usd": -20416,
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"decision_horizon_days": 30,
"estimated_capex_usd": 481277,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": -0.78,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.8
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.46
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.607,
"demand_pressure": 0.489,
"entitlement_friction": 0.25,
"labor_shortage": 0.67,
"portfolio_tightness": 0.341,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-100528",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:28:00Z",
"trace_id": "067a743a-6685-4a47-b308-c3ae185db515"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.175,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.411,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.82,
"battery_mwh": 8.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-90CE3F1542",
"grid_service_limit_mw": 17.96,
"gross_sqft": 215956,
"infill_site": false,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.519,
"nearby_nodes": 2,
"network_redundancy_score": 0.536,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -13669,
"annualized_revenue_impact_usd": -19131,
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"decision_horizon_days": 45,
"estimated_capex_usd": 402117,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.42
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0.689,
"demand_pressure": 0.626,
"entitlement_friction": 0.519,
"labor_shortage": 0.837,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-100529",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:11:00Z",
"trace_id": "0cfa87c2-07da-4a0d-9564-0162704766e6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.263,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.138,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.64,
"battery_mwh": 2.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-733B235FA9",
"grid_service_limit_mw": 12.82,
"gross_sqft": 579185,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.922,
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"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.346,
"nearby_nodes": 2,
"network_redundancy_score": 0.526,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 704716... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.476
... | {
"annualized_noi_impact_usd": 22980,
"annualized_revenue_impact_usd": 29782,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 554992,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.011,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.24
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.83
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.144,
"demand_pressure": 0.565,
"entitlement_friction": 0.346,
"labor_shortage": 0.6,
"portfolio_tightness": 0.428,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-100530",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:35:00Z",
"trace_id": "ac7dfa51-0d8b-4907-9489-8210282975f5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.334,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.31,
"battery_mwh": 5.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-3509B07F50",
"grid_service_limit_mw": 20.22,
"gross_sqft": 1119046,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.246,
"nearby_nodes": 7,
"network_redundancy_score": 0.871,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 62868,
"annualized_revenue_impact_usd": 101808,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 546548,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.556,
"demand_pressure": 0.712,
"entitlement_friction": 0.246,
"labor_shortage": 0.904,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100531",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "de1b28f6-1bab-44b1-aac2-7703bd4704e2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.162,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.22,
"battery_mwh": 7.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-A4DCEE959E",
"grid_service_limit_mw": 14.67,
"gross_sqft": 509898,
"infill_site": true,
"lease_expiry_months": 70,
"... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.328,
"nearby_nodes": 8,
"network_redundancy_score": 0.381,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 858531... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.992,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 0.24,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": -37621,
"annualized_revenue_impact_usd": -50234,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 518633,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -1.54,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.94
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.08
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.853,
"capital_availability": 0.492,
"demand_pressure": 0.514,
"entitlement_friction": 0.328,
"labor_shortage": 0.852,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-100532",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:25:00Z",
"trace_id": "9edcef31-bf96-4b86-8843-ee16b2f2fdcb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.442,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 6.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-6CA7D9DF85",
"grid_service_limit_mw": 12.3,
"gross_sqft": 793353,
"infill_site": false,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0.053,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.238,
"nearby_nodes": 5,
"network_redundancy_score": 0.353,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 96.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -23711,
"annualized_revenue_impact_usd": -39231,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 508802,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.29
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.053,
"demand_pressure": 0.817,
"entitlement_friction": 0.238,
"labor_shortage": 0.762,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100533",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "a472246e-b10c-4a15-8d17-a1b827629a0c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.214,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.62,
"battery_mwh": 1.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-23E04E74AA",
"grid_service_limit_mw": 8.97,
"gross_sqft": 1018747,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.346,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.324,
"nearby_nodes": 7,
"network_redundancy_score": 0.838,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83.9,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.45... | {
"annualized_noi_impact_usd": 24136,
"annualized_revenue_impact_usd": 33133,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 445735,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.12
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.346,
"demand_pressure": 0.519,
"entitlement_friction": 0.324,
"labor_shortage": 0.759,
"portfolio_tightness": 0.607,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-100534",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:26:00Z",
"trace_id": "8722eb93-eb05-45d5-b7a0-065162023656"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.107,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.21,
"battery_mwh": 6.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-AC1981294B",
"grid_service_limit_mw": 16.11,
"gross_sqft": 761349,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.655,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.293,
"nearby_nodes": 4,
"network_redundancy_score": 0.372,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -101053,
"annualized_revenue_impact_usd": -130817,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 564753,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -2.05,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.71
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.636,
"capital_availability": 0.655,
"demand_pressure": 0.522,
"entitlement_friction": 0.293,
"labor_shortage": 0.828,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100535",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:13:00Z",
"trace_id": "5b9eb3ca-f9d5-4d2c-b321-8eee27bd13fb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.372,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.81,
"battery_mwh": 11.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-179DB86FBB",
"grid_service_limit_mw": 15.02,
"gross_sqft": 209788,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.402,
"nearby_nodes": 3,
"network_redundancy_score": 0.513,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 87,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 5.5,
"tenant_expansion_probability": 0.711
} | {
"annualized_noi_impact_usd": 51860,
"annualized_revenue_impact_usd": 75090,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 570183,
"expansion_capture_probability_post_event": 0.669,
"lease_rate_change_pct": 3.98,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.25
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.188,
"capital_availability": 0.506,
"demand_pressure": 0.724,
"entitlement_friction": 0.402,
"labor_shortage": 0.807,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100536",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:29:00Z",
"trace_id": "affae783-4ef5-48c3-b1d4-b5a313f3e98b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.001,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.148,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.75,
"battery_mwh": 9.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-3FE3003354",
"grid_service_limit_mw": 12.51,
"gross_sqft": 810785,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.581,
"nearby_nodes": 8,
"network_redundancy_score": 0.351,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": -0.57,
"rent_growth_90d_pct": -1.14,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -163059,
"annualized_revenue_impact_usd": -272782,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 541070,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -3.95,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.45
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.404,
"capital_availability": 0.51,
"demand_pressure": 0.344,
"entitlement_friction": 0.581,
"labor_shortage": 0.678,
"portfolio_tightness": 0.372,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100537",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "9492e9e0-b723-4004-b1c9-f22a9c3a15f5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.057,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.273,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.76,
"battery_mwh": 5.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-7241294D6A",
"grid_service_limit_mw": 23.08,
"gross_sqft": 1199717,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.456,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.398,
"nearby_nodes": 3,
"network_redundancy_score": 0.466,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -230606,
"annualized_revenue_impact_usd": -348482,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 572556,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.07
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.265,
"capital_availability": 0.456,
"demand_pressure": 0.345,
"entitlement_friction": 0.398,
"labor_shortage": 0.697,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100538",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:59:00Z",
"trace_id": "c1aa9a56-bd43-4fca-8add-a27e9513b59c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.154,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.17,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.69,
"battery_mwh": 7.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-B07F19D379",
"grid_service_limit_mw": 19.32,
"gross_sqft": 269655,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.333,
"nearby_nodes": 7,
"network_redundancy_score": 0.686,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": 24971,
"annualized_revenue_impact_usd": 42505,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 331563,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.65
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.2
},
{
"action": "secure_pop_up_capacity",
"reason": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.217,
"capital_availability": 0.245,
"demand_pressure": 0.552,
"entitlement_friction": 0.333,
"labor_shortage": 0.393,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-100539",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:00:00Z",
"trace_id": "a7e72886-c28c-428d-8e97-f38b23baa040"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.43,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.56,
"battery_mwh": 8.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-CD0E772BC1",
"grid_service_limit_mw": 15.29,
"gross_sqft": 724841,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.642,
"nearby_nodes": 6,
"network_redundancy_score": 0.851,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 112982... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.7,
"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 130703,
"annualized_revenue_impact_usd": 172559,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 531864,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.21
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.651,
"capital_availability": 0.575,
"demand_pressure": 0.972,
"entitlement_friction": 0.642,
"labor_shortage": 0.781,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100540",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:04:00Z",
"trace_id": "b36022ec-47e1-44bf-9515-9d54d7f46395"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.414,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.42,
"battery_mwh": 3.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-AF68B1EBC9",
"grid_service_limit_mw": 20.55,
"gross_sqft": 827494,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.483,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.712,
"nearby_nodes": 7,
"network_redundancy_score": 0.588,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 87569,... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 66238,
"annualized_revenue_impact_usd": 84993,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 645645,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.63
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.24
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.306,
"capital_availability": 0.483,
"demand_pressure": 0.677,
"entitlement_friction": 0.712,
"labor_shortage": 0.544,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100541",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "110a6b69-7cce-46a2-9d24-095ff71702f0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.005,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.4,
"battery_mwh": 9.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-2FB0937C57",
"grid_service_limit_mw": 19.2,
"gross_sqft": 628838,
"infill_site": false,
"lease_expiry_months": 45,
"occup... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.383,
"nearby_nodes": 2,
"network_redundancy_score": 0.802,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 673... | [
{
"appointment_fill_pct": 72.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 77.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.638,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -49928,
"annualized_revenue_impact_usd": -85890,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 434436,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -2.17,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.71
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.2,
"demand_pressure": 0.214,
"entitlement_friction": 0.383,
"labor_shortage": 0.723,
"portfolio_tightness": 0.446,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100542",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:54:00Z",
"trace_id": "ecf38c1a-8270-4c37-8f67-ca6bbb6defa0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.37,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.54,
"battery_mwh": 6.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-A8D04E0F02",
"grid_service_limit_mw": 20.53,
"gross_sqft": 945124,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.347,
"nearby_nodes": 5,
"network_redundancy_score": 0.664,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 88.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 4.65,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 149688,
"annualized_revenue_impact_usd": 226638,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 581768,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.45
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.498,
"capital_availability": 0.336,
"demand_pressure": 0.808,
"entitlement_friction": 0.347,
"labor_shortage": 0.833,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-100543",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:51:00Z",
"trace_id": "12b2981b-9e81-4c7f-a81c-cdf2284df024"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.08,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.46,
"battery_mwh": 10.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-4BDEE09451",
"grid_service_limit_mw": 8.61,
"gross_sqft": 841908,
"infill_site": true,
"lease_expiry_months": 23,
"occup... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.536,
"nearby_nodes": 5,
"network_redundancy_score": 0.846,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 190... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 3.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 5.5,
"rent_growth_90d_pct": 4.56,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -11436,
"annualized_revenue_impact_usd": -19668,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 687144,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.56
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.058,
"capital_availability": 0.569,
"demand_pressure": 0.593,
"entitlement_friction": 0.536,
"labor_shortage": 0.88,
"portfolio_tightness": 0.72,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-100544",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:47:00Z",
"trace_id": "27ff9334-4dd8-480c-ad30-7bc670065f8e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.096,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.3,
"battery_mwh": 6.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-75CBB39F7B",
"grid_service_limit_mw": 18.67,
"gross_sqft": 1124303,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.186,
"nearby_nodes": 4,
"network_redundancy_score": 0.785,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 87.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 126147,
"annualized_revenue_impact_usd": 182880,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 431882,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.39
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.106,
"demand_pressure": 0.715,
"entitlement_friction": 0.186,
"labor_shortage": 0.876,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100545",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "cc4cfff5-b1cb-42ae-8caa-7ffb17215a2e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.059,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.347,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.73,
"battery_mwh": 2.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-C108067DBA",
"grid_service_limit_mw": 8.63,
"gross_sqft": 1174807,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.413,
"nearby_nodes": 5,
"network_redundancy_score": 0.446,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 3.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.12,
"rent_growth_90d_pct": 5.61,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": -4020,
"annualized_revenue_impact_usd": -5833,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 528628,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.36
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.129,
"capital_availability": 0.514,
"demand_pressure": 0.536,
"entitlement_friction": 0.413,
"labor_shortage": 0.953,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-100546",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:21:00Z",
"trace_id": "730f82f5-9df5-4b5d-b0e6-2e59235a1ef9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.29,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.305,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.57,
"battery_mwh": 6.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-DC3B1F7473",
"grid_service_limit_mw": 24.5,
"gross_sqft": 958607,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.785,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.642,
"nearby_nodes": 2,
"network_redundancy_score": 0.338,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 128051... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.508
} | {
"annualized_noi_impact_usd": -51421,
"annualized_revenue_impact_usd": -76165,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 427897,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.74
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.753,
"demand_pressure": 0.534,
"entitlement_friction": 0.642,
"labor_shortage": 0.706,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100547",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:09:00Z",
"trace_id": "e4bfaf9d-2fe1-4394-b411-c5addb0cf766"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.324,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.337,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.64,
"battery_mwh": 5.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-6C8B89C49E",
"grid_service_limit_mw": 11.36,
"gross_sqft": 1224039,
"infill_site": true,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.463,
"nearby_nodes": 5,
"network_redundancy_score": 0.645,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 94.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.5,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 206710,
"annualized_revenue_impact_usd": 327951,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 583758,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.35
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.127,
"demand_pressure": 0.806,
"entitlement_friction": 0.463,
"labor_shortage": 0.926,
"portfolio_tightness": 0.661,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-100548",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "0f37f041-72f3-422b-943c-d2e55bb7294a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.028,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.53,
"battery_mwh": 1.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-62108F2B1D",
"grid_service_limit_mw": 13.18,
"gross_sqft": 1165420,
"infill_site": false,
"lease_expiry_months": 30,... | {
"capital_availability": 0.291,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.622,
"nearby_nodes": 4,
"network_redundancy_score": 0.491,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -232691,
"annualized_revenue_impact_usd": -305970,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 631543,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -2.68,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.69
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.322,
"capital_availability": 0.291,
"demand_pressure": 0.307,
"entitlement_friction": 0.622,
"labor_shortage": 0.991,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100549",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:01:00Z",
"trace_id": "0b4af9d8-ed21-4137-9080-814ee41b626c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.71,
"battery_mwh": 6.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-010FD8ED6A",
"grid_service_limit_mw": 16.13,
"gross_sqft": 751406,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.251,
"nearby_nodes": 2,
"network_redundancy_score": 0.537,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 699686... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 83,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.502
} | {
"annualized_noi_impact_usd": 24218,
"annualized_revenue_impact_usd": 38998,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 583783,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.26
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.514,
"capital_availability": 0.175,
"demand_pressure": 0.537,
"entitlement_friction": 0.251,
"labor_shortage": 0.843,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-100550",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "bad65b5b-e3d6-4a2a-abb1-94fa67873f57"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.322,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.57,
"battery_mwh": 12.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-8142A5EC4A",
"grid_service_limit_mw": 7.63,
"gross_sqft": 1136717,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.04,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.388,
"nearby_nodes": 4,
"network_redundancy_score": 0.452,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 884... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.49
} | {
"annualized_noi_impact_usd": -27878,
"annualized_revenue_impact_usd": -39493,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 648456,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": -0.11,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.48
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.81,
"capital_availability": 0.04,
"demand_pressure": 0.634,
"entitlement_friction": 0.388,
"labor_shortage": 1,
"portfolio_tightness": 0.57,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-100551",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:16:00Z",
"trace_id": "c1ec0f83-fde1-40b3-89e8-cf33d91672d7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.096,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.56,
"battery_mwh": 9.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-B4F6FB6C99",
"grid_service_limit_mw": 13.43,
"gross_sqft": 876397,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.176,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.222,
"nearby_nodes": 5,
"network_redundancy_score": 0.375,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 123490... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
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"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 47669,
"annualized_revenue_impact_usd": 79204,
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"decision_horizon_days": 45,
"estimated_capex_usd": 474447,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.94
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.35
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.176,
"demand_pressure": 0.519,
"entitlement_friction": 0.222,
"labor_shortage": 0.624,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100552",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "64ea1d3b-470f-4f87-9f57-1cf1002d74bf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.312,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.67,
"battery_mwh": 1.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-2C7C6A87FA",
"grid_service_limit_mw": 18.39,
"gross_sqft": 1226549,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.655,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.449,
"nearby_nodes": 7,
"network_redundancy_score": 0.37,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1008015... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 72430,
"annualized_revenue_impact_usd": 124402,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 512729,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.27
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.655,
"demand_pressure": 0.695,
"entitlement_friction": 0.449,
"labor_shortage": 0.613,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-100553",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:15:00Z",
"trace_id": "9a690237-dab8-4e0f-9932-a1bed39a9a57"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.007,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.35,
"battery_mwh": 1.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-79B6A7D365",
"grid_service_limit_mw": 7.01,
"gross_sqft": 483867,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.651,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.33,
"nearby_nodes": 8,
"network_redundancy_score": 0.69,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 84988,... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -194815,
"annualized_revenue_impact_usd": -252756,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 585593,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.71
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.37
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.262,
"capital_availability": 0.651,
"demand_pressure": 0.471,
"entitlement_friction": 0.33,
"labor_shortage": 0.943,
"portfolio_tightness": 0.627,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100554",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "955d8b17-b475-4ede-90ad-26f20ae95648"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.099,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.75,
"battery_mwh": 3.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-A7B75D87D1",
"grid_service_limit_mw": 22.72,
"gross_sqft": 494892,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.946,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.661,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.414,
"nearby_nodes": 5,
"network_redundancy_score": 0.63,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 62.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.767
} | {
"annualized_noi_impact_usd": 125692,
"annualized_revenue_impact_usd": 199084,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 570456,
"expansion_capture_probability_post_event": 0.726,
"lease_rate_change_pct": 3.48,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.27
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.9
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.19,
"capital_availability": 0.946,
"demand_pressure": 0.558,
"entitlement_friction": 0.414,
"labor_shortage": 0.727,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100555",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "74ed50ce-a61b-48df-be6e-8f91c70c05a3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.262,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.305,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.37,
"battery_mwh": 3.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-E9F8D86A22",
"grid_service_limit_mw": 8.08,
"gross_sqft": 1104973,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.735,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.713,
"nearby_nodes": 7,
"network_redundancy_score": 0.77,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 159... | [
{
"appointment_fill_pct": 90,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 90254,
"annualized_revenue_impact_usd": 124858,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 535752,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.8
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.32
},
{
"action": "delay_spec_devel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.604,
"capital_availability": 0.735,
"demand_pressure": 0.507,
"entitlement_friction": 0.713,
"labor_shortage": 0.892,
"portfolio_tightness": 0.724,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100556",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:40:00Z",
"trace_id": "a887f2b5-4a6d-46e8-933d-a6506f187bf1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.012,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.57,
"battery_mwh": 7.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-BC41678145",
"grid_service_limit_mw": 18.85,
"gross_sqft": 289601,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.965,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.646,
"nearby_nodes": 7,
"network_redundancy_score": 0.519,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26.3,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.625,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -12581,
"annualized_revenue_impact_usd": -20874,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 458178,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.58
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.172,
"capital_availability": 0.965,
"demand_pressure": 0.452,
"entitlement_friction": 0.646,
"labor_shortage": 0.43,
"portfolio_tightness": 0.32,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-100557",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:17:00Z",
"trace_id": "eed7776d-3272-45e3-ad32-53011833e144"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.411,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.82,
"battery_mwh": 8.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-D17CACDFCE",
"grid_service_limit_mw": 12.56,
"gross_sqft": 494323,
"infill_site": true,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.178,
"nearby_nodes": 4,
"network_redundancy_score": 0.73,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 498... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.637
} | {
"annualized_noi_impact_usd": 48267,
"annualized_revenue_impact_usd": 72820,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 661409,
"expansion_capture_probability_post_event": 0.579,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.29
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.44
},
{
"action": "escalate_utility_interconne... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.411,
"demand_pressure": 0.649,
"entitlement_friction": 0.178,
"labor_shortage": 0.691,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100558",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:42:00Z",
"trace_id": "73748b33-29a7-4fa0-b1b8-5f44a5396f11"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.22,
"battery_mwh": 4.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-0C5924AA6C",
"grid_service_limit_mw": 26.65,
"gross_sqft": 1207687,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.313,
"nearby_nodes": 2,
"network_redundancy_score": 0.773,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -188617,
"annualized_revenue_impact_usd": -263055,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 571743,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": 0.47,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.87
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.25,
"capital_availability": 0.542,
"demand_pressure": 0.457,
"entitlement_friction": 0.313,
"labor_shortage": 0.784,
"portfolio_tightness": 0.521,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100559",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "62bbcb19-fdee-4eb9-b3b0-7dde979173d0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.63,
"battery_mwh": 6.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-485B8609AF",
"grid_service_limit_mw": 25.49,
"gross_sqft": 1128002,
"infill_site": true,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.807,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.46,
"nearby_nodes": 3,
"network_redundancy_score": 0.537,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 76.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": -0.77,
"rent_growth_90d_pct": -1.63,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -531134,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 613339,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.88,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.82
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.807,
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"entitlement_friction": 0.46,
"labor_shortage": 0.889,
"portfolio_tightness": 0.413,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-100560",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:13:00Z",
"trace_id": "a66d5d2f-1484-4547-987c-ebfc54f81fda"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.168,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.59,
"battery_mwh": 7.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-8166710DBA",
"grid_service_limit_mw": 15.53,
"gross_sqft": 783153,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
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"competitive_pressure_score": 0.671,
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"entitlement_friction": 0.291,
"nearby_nodes": 5,
"network_redundancy_score": 0.314,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 380000,
... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
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"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.395
... | {
"annualized_noi_impact_usd": -7617,
"annualized_revenue_impact_usd": -10845,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.47
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.617,
"entitlement_friction": 0.291,
"labor_shortage": 0.866,
"portfolio_tightness": 0.494,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-100561",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:42:00Z",
"trace_id": "eb40b24c-b4c0-42ae-9e9c-97d2819eeaec"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.65,
"battery_mwh": 11.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-B0D2C7DA8C",
"grid_service_limit_mw": 9.88,
"gross_sqft": 419837,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.42,
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"cross_node_rebalancing_capacity_pct": 0.116,
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"nearby_nodes": 4,
"network_redundancy_score": 0.437,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 77.5,
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"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.167
... | {
"annualized_noi_impact_usd": -245319,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -2.23,
"occupancy_shift": -0.022,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.69
},
{
"action": "delay_spec_development",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.17,
"entitlement_friction": 0.546,
"labor_shortage": 0.837,
"portfolio_tightness": 0.656,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100562",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:07:00Z",
"trace_id": "2344a04e-38a6-4e00-973a-9a7aef13d293"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.063,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 6.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-428DDCA08F",
"grid_service_limit_mw": 20.37,
"gross_sqft": 888916,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.856,
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"entitlement_friction": 0.622,
"nearby_nodes": 4,
"network_redundancy_score": 0.52,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 92938,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 3.39,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.97
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.694,
"entitlement_friction": 0.622,
"labor_shortage": 0.743,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100563",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:53:00Z",
"trace_id": "3e4446fb-f3d8-4cc2-8648-c4217339a4cf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-25BA443C16",
"grid_service_limit_mw": 13.38,
"gross_sqft": 1317565,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0.293,
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"nearby_nodes": 4,
"network_redundancy_score": 0.628,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1309... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -49641,
"annualized_revenue_impact_usd": -74321,
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"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": 0.63,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.13
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.623,
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"labor_shortage": 0.71,
"portfolio_tightness": 0.316,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100564",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "fe3749c0-d28d-4525-80ae-09d0a16844fa"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.38,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.69,
"battery_mwh": 4.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-E4646A19C1",
"grid_service_limit_mw": 19.19,
"gross_sqft": 667048,
"infill_site": true,
"lease_expiry_months": 63,
"occup... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.919,
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"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.219,
"nearby_nodes": 7,
"network_redundancy_score": 0.704,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 21963,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 686544,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.19
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.44
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.498,
"demand_pressure": 0.717,
"entitlement_friction": 0.219,
"labor_shortage": 1,
"portfolio_tightness": 0.417,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100565",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "8fd06c97-03f7-4161-b6d3-98788156eebb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.004,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 8.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-C0EE4BA6F5",
"grid_service_limit_mw": 20.41,
"gross_sqft": 1261551,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.647,
"nearby_nodes": 4,
"network_redundancy_score": 0.642,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 560419... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
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"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -260679,
"annualized_revenue_impact_usd": -358362,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 494881,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -3.09,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.04
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.362,
"demand_pressure": 0.404,
"entitlement_friction": 0.647,
"labor_shortage": 0.757,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-100566",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "7a4accd4-7354-419f-9dc6-796f40280f24"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.194,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.451,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-82E4C548C5",
"grid_service_limit_mw": 11.2,
"gross_sqft": 884600,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.609,
"nearby_nodes": 4,
"network_redundancy_score": 0.731,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -1.09,
"rent_growth_90d_pct": -0.93,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -138180,
"annualized_revenue_impact_usd": -196553,
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"decision_horizon_days": 45,
"estimated_capex_usd": 570504,
"expansion_capture_probability_post_event": 0.165,
"lease_rate_change_pct": -3,
"occupancy_shift": -0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.07
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.72
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.219,
"demand_pressure": 0.456,
"entitlement_friction": 0.609,
"labor_shortage": 0.846,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100567",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "1403f948-e25b-44be-92ca-5cef15944943"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.269,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 3.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-B438CFFBB7",
"grid_service_limit_mw": 18.91,
"gross_sqft": 1190425,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.251,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.577,
"nearby_nodes": 2,
"network_redundancy_score": 0.401,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 72.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 79.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": -0.57,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -257028,
"annualized_revenue_impact_usd": -330924,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 687376,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -2.25,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.05
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.311,
"capital_availability": 0.251,
"demand_pressure": 0.33,
"entitlement_friction": 0.577,
"labor_shortage": 0.763,
"portfolio_tightness": 0.364,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-100568",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:49:00Z",
"trace_id": "7bd40f1f-3246-4840-be7d-21b24126dcdc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.24,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 7.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-A92AE677C7",
"grid_service_limit_mw": 16.11,
"gross_sqft": 885326,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.046,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.396,
"nearby_nodes": 8,
"network_redundancy_score": 0.37,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": -3389,
"annualized_revenue_impact_usd": -4947,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 436777,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.08
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.046,
"demand_pressure": 0.542,
"entitlement_friction": 0.396,
"labor_shortage": 0.813,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-100569",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:45:00Z",
"trace_id": "04a6d72e-a708-4e2a-ba01-df2a219ab67a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.81,
"battery_mwh": 0.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-9617CD052C",
"grid_service_limit_mw": 23.24,
"gross_sqft": 469387,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.533,
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"nearby_nodes": 8,
"network_redundancy_score": 0.342,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
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"reefer_temp_delta_c": 0.15,
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"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 0.99,
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"service_penalty_risk_us... | {
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"score": 31.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.1
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 0.61,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-100570",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:42:00Z",
"trace_id": "55be10eb-fc78-430a-bfb9-04db7f58ac54"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-0903DA4461",
"grid_service_limit_mw": 11.04,
"gross_sqft": 341202,
"infill_site": true,
"lease_expiry_months": 61,
... | {
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"competitive_pressure_score": 0.611,
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"entitlement_friction": 0.419,
"nearby_nodes": 8,
"network_redundancy_score": 0.692,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"dock_utilization_pct": 81.4,
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"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"market_entry_score": 75.4,
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 1.79,
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} | {
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"lease_rate_change_pct": -1.77,
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"service_penalty_r... | {
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"score": 34.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.41
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.419,
"labor_shortage": 0.962,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100571",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:49:00Z",
"trace_id": "a4deb2e0-6255-4a50-9d79-73f4d2f77606"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.389,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"facility_id": "FAC-090E198796",
"grid_service_limit_mw": 12.32,
"gross_sqft": 1458739,
"infill_site": false,
"lease_expiry_months": 60,... | {
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"network_redundancy_score": 0.63,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.45,
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} | {
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"lease_rate_change_pct": -1.17,
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"service_penalty_risk... | {
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{
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"score": 27.2
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.94
},
{
"action": "secure_pop_up_capacity",
"reaso... | {
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"labor_shortage": 0.706,
"portfolio_tightness": 0.609,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-100572",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "52cc88e7-ff1e-423e-ad8e-db9e3263f81e"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.313,
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"service_... | {
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"facility_id": "FAC-4246A923DE",
"grid_service_limit_mw": 12.44,
"gross_sqft": 702243,
"infill_site": true,
"lease_expiry_months": 29,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.558,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": 1.23,
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"service_penalty_risk_us... | {
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{
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"score": 34.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.52
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.693,
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"labor_shortage": 0.629,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-100573",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:59:00Z",
"trace_id": "014624d0-6d74-4476-918a-7f0af7a9c198"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"service_level_... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.76,
"gross_sqft": 1195681,
"infill_site": true,
"lease_expiry_months": 67,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.702,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 31.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 3.13,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 5.92,
"rent_growth_90d_pct": 6.77,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": 285231,
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"expansion_capture_probability_post_event": 0.42,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.29
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 26.56
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.441,
"demand_pressure": 0.729,
"entitlement_friction": 0.288,
"labor_shortage": 0.718,
"portfolio_tightness": 0.658,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-100574",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:59:00Z",
"trace_id": "44feb555-b0d6-400a-a54c-969750c832f9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.138,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 2.06,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-322CD12EDD",
"grid_service_limit_mw": 14.12,
"gross_sqft": 514507,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.491,
"nearby_nodes": 7,
"network_redundancy_score": 0.797,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -20490,
"annualized_revenue_impact_usd": -31568,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 597542,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.8
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.269,
"capital_availability": 0.584,
"demand_pressure": 0.569,
"entitlement_friction": 0.491,
"labor_shortage": 0.763,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-100575",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:23:00Z",
"trace_id": "35014b87-9e7b-4096-a6b8-6478145f4bdf"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.397,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.69,
"battery_mwh": 8.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-2D5D7BED6A",
"grid_service_limit_mw": 10.81,
"gross_sqft": 1495812,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.711,
"nearby_nodes": 4,
"network_redundancy_score": 0.602,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 33.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 4.97,
"rent_growth_90d_pct": 6.14,
"tenant_expansion_probability": 0.795
} | {
"annualized_noi_impact_usd": 783952,
"annualized_revenue_impact_usd": 1309729,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 437532,
"expansion_capture_probability_post_event": 0.745,
"lease_rate_change_pct": 4.38,
"occupancy_shift": 0.034,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.42
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.367,
"capital_availability": 0.274,
"demand_pressure": 0.682,
"entitlement_friction": 0.711,
"labor_shortage": 0.951,
"portfolio_tightness": 0.679,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-100576",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:45:00Z",
"trace_id": "9893303a-e381-4f85-bbfe-6d50efa591af"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.013,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 1.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-942CA6E5FE",
"grid_service_limit_mw": 27.72,
"gross_sqft": 1313260,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.782,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.751,
"nearby_nodes": 8,
"network_redundancy_score": 0.784,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": -0.63,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -384294,
"annualized_revenue_impact_usd": -583634,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 705026,
"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -4.18,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.21
},
{
"action": "dela... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.782,
"demand_pressure": 0.319,
"entitlement_friction": 0.751,
"labor_shortage": 0.714,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-100577",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:59:00Z",
"trace_id": "720b4c07-809b-413d-9401-62de914ea888"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.395,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.425,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 10.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-618CFD4168",
"grid_service_limit_mw": 16.2,
"gross_sqft": 960036,
"infill_site": false,
"lease_expiry_months": 26,
"... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.715,
"nearby_nodes": 3,
"network_redundancy_score": 0.761,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 85.4,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.677
} | {
"annualized_noi_impact_usd": 165269,
"annualized_revenue_impact_usd": 279432,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 764079,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.78
},
{
"action": "hold_service_leve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.501,
"capital_availability": 0.2,
"demand_pressure": 0.6,
"entitlement_friction": 0.715,
"labor_shortage": 0.631,
"portfolio_tightness": 0.595,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100578",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "09322d4d-bb96-4ff7-b820-76ec17f1f45f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.156,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.095,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.58,
"battery_mwh": 5.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-11D1AAF479",
"grid_service_limit_mw": 25.1,
"gross_sqft": 368841,
"infill_site": true,
"lease_expiry_months": 25,
"... | {
"capital_availability": 0.39,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.674,
"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 354237,
... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.348
} | {
"annualized_noi_impact_usd": -5116,
"annualized_revenue_impact_usd": -8217,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 374122,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.6
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.03
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.502,
"capital_availability": 0.39,
"demand_pressure": 0.571,
"entitlement_friction": 0.674,
"labor_shortage": 0.612,
"portfolio_tightness": 0.377,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100579",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:11:00Z",
"trace_id": "8d0b966b-d354-4ddc-8444-06ba3246f9f7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.316,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.49,
"battery_mwh": 8.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-9B7C94E6E5",
"grid_service_limit_mw": 10.02,
"gross_sqft": 1414308,
"infill_site": true,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.478,
"nearby_nodes": 2,
"network_redundancy_score": 0.449,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 285505,
"annualized_revenue_impact_usd": 400671,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 721356,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 58.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.38
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.644,
"entitlement_friction": 0.478,
"labor_shortage": 1,
"portfolio_tightness": 0.614,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100580",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:03:00Z",
"trace_id": "97078489-b66f-46ae-b5a3-366fcae0657f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.388,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.56,
"battery_mwh": 6.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-9142C9CA6C",
"grid_service_limit_mw": 27.11,
"gross_sqft": 1162876,
"infill_site": false,
"lease_expiry_months": 59,
"o... | {
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"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.639,
"nearby_nodes": 5,
"network_redundancy_score": 0.44,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 4.89,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.75
} | {
"annualized_noi_impact_usd": 424237,
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"cap_rate_pressure_pct": 0.1,
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"estimated_capex_usd": 327909,
"expansion_capture_probability_post_event": 0.723,
"lease_rate_change_pct": 4.5,
"occupancy_shift": 0.045,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.08
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 31.5
},
{
"action": "... | {
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"capital_availability": 0.372,
"demand_pressure": 0.959,
"entitlement_friction": 0.639,
"labor_shortage": 0.584,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100581",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:36:00Z",
"trace_id": "90e65eae-999d-43ea-ab7d-e2e8ab60ad62"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.316,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.62,
"battery_mwh": 7.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-0607420F7E",
"grid_service_limit_mw": 11.87,
"gross_sqft": 631567,
"infill_site": true,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.892,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.645,
"nearby_nodes": 2,
"network_redundancy_score": 0.525,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 87,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.99,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.651
} | {
"annualized_noi_impact_usd": 68280,
"annualized_revenue_impact_usd": 96180,
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"expansion_capture_probability_post_event": 0.608,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.24
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.892,
"demand_pressure": 0.743,
"entitlement_friction": 0.645,
"labor_shortage": 0.84,
"portfolio_tightness": 0.381,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100582",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:30:00Z",
"trace_id": "de06756b-0b89-480d-92d4-250d5cf24f46"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.338,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 3.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-D5BAB6E2FA",
"grid_service_limit_mw": 14.61,
"gross_sqft": 370443,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.554,
"nearby_nodes": 8,
"network_redundancy_score": 0.831,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -91440,
"annualized_revenue_impact_usd": -145808,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 602795,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.31
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.575,
"capital_availability": 0.392,
"demand_pressure": 0.42,
"entitlement_friction": 0.554,
"labor_shortage": 0.794,
"portfolio_tightness": 0.617,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-100583",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:54:00Z",
"trace_id": "039e06d7-2a2e-423f-b762-83b49100b7d1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.079,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 2.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-C0F3B16997",
"grid_service_limit_mw": 8.85,
"gross_sqft": 1235751,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.336,
"nearby_nodes": 2,
"network_redundancy_score": 0.71,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 123... | [
{
"appointment_fill_pct": 91,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 85.4,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 6.03,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 279399,
"annualized_revenue_impact_usd": 450117,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 3.53,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.32
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.647,
"demand_pressure": 0.57,
"entitlement_friction": 0.336,
"labor_shortage": 0.935,
"portfolio_tightness": 0.721,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100584",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:36:00Z",
"trace_id": "3d6a2ed1-08e1-4358-92e1-1d5299c5497e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.044,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.38,
"battery_mwh": 8.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-DB09AFEED4",
"grid_service_limit_mw": 16.04,
"gross_sqft": 1118573,
"infill_site": true,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.54,
"nearby_nodes": 2,
"network_redundancy_score": 0.532,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 79,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": -0.3,
"rent_growth_90d_pct": -0.53,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -244025,
"annualized_revenue_impact_usd": -336630,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 30,
"estimated_capex_usd": 596752,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -3.78,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.54
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.36
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.921,
"capital_availability": 0.576,
"demand_pressure": 0.282,
"entitlement_friction": 0.54,
"labor_shortage": 0.907,
"portfolio_tightness": 0.528,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-100585",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:43:00Z",
"trace_id": "31d4a166-57fc-4a2a-be64-7be6870c03bf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.279,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 0.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-FD869B8982",
"grid_service_limit_mw": 21.75,
"gross_sqft": 601924,
"infill_site": false,
"lease_expiry_months": 26,
"... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.427,
"nearby_nodes": 6,
"network_redundancy_score": 0.736,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": -0.74,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -42348,
"annualized_revenue_impact_usd": -67136,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 541414,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": -1.58,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.19
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.728,
"capital_availability": 0.19,
"demand_pressure": 0.462,
"entitlement_friction": 0.427,
"labor_shortage": 0.663,
"portfolio_tightness": 0.444,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-100586",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "9f19da45-9210-47d7-a05e-8c92bb6b253d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.433,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.206,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 4.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-47AB0A2CE9",
"grid_service_limit_mw": 18.19,
"gross_sqft": 565568,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.598,
"nearby_nodes": 6,
"network_redundancy_score": 0.476,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 88,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.764
} | {
"annualized_noi_impact_usd": 155470,
"annualized_revenue_impact_usd": 243586,
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"decision_horizon_days": 45,
"estimated_capex_usd": 550710,
"expansion_capture_probability_post_event": 0.729,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.037,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.82
},
{
"action": "monit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.322,
"capital_availability": 0.563,
"demand_pressure": 0.793,
"entitlement_friction": 0.598,
"labor_shortage": 0.586,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100587",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:40:00Z",
"trace_id": "09b0f3e0-89bd-4556-9793-2c4a70ecb4c8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.325,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.7,
"battery_mwh": 9.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-ED1197D0F5",
"grid_service_limit_mw": 10.64,
"gross_sqft": 394365,
"infill_site": false,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.208,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.274,
"nearby_nodes": 6,
"network_redundancy_score": 0.648,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 187... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.442... | {
"annualized_noi_impact_usd": 12508,
"annualized_revenue_impact_usd": 17592,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 513714,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.3
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.208,
"demand_pressure": 0.692,
"entitlement_friction": 0.274,
"labor_shortage": 0.727,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100588",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:43:00Z",
"trace_id": "489b11f1-de47-4f19-99a3-7e7d42bb5cab"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.267,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.34,
"battery_mwh": 4.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-C91C6CC6CF",
"grid_service_limit_mw": 20.9,
"gross_sqft": 706488,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.505,
"nearby_nodes": 2,
"network_redundancy_score": 0.549,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 726694... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": -0.14,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -52258,
"annualized_revenue_impact_usd": -78680,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 403758,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.57
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.388,
"demand_pressure": 0.669,
"entitlement_friction": 0.505,
"labor_shortage": 0.56,
"portfolio_tightness": 0.395,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-100589",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:16:00Z",
"trace_id": "965eecd8-bf56-4ef6-994b-7ce003ae57bf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.23,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.68,
"battery_mwh": 11.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-D6F81EF551",
"grid_service_limit_mw": 23.32,
"gross_sqft": 789897,
"infill_site": true,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.273,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.087,
"nearby_nodes": 2,
"network_redundancy_score": 0.745,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 160937... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.407
} | {
"annualized_noi_impact_usd": -34123,
"annualized_revenue_impact_usd": -51086,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 359358,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": 1.12,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.16
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.273,
"demand_pressure": 0.538,
"entitlement_friction": 0.087,
"labor_shortage": 0.659,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100590",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:16:00Z",
"trace_id": "21fe9cc2-6616-4b8c-a0d1-9a881ed683bc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.028,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.63,
"battery_mwh": 1.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-62858A5F3C",
"grid_service_limit_mw": 17.39,
"gross_sqft": 1147185,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.34,
"nearby_nodes": 2,
"network_redundancy_score": 0.549,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.202
} | {
"annualized_noi_impact_usd": -154943,
"annualized_revenue_impact_usd": -243252,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 432056,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -2.52,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.8
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.073,
"demand_pressure": 0.418,
"entitlement_friction": 0.34,
"labor_shortage": 0.753,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100591",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:42:00Z",
"trace_id": "bf5c6919-107f-44ba-a111-87c71566374b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.369,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 7.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-65A1E8D83E",
"grid_service_limit_mw": 10.31,
"gross_sqft": 1082123,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.896,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.242,
"nearby_nodes": 7,
"network_redundancy_score": 0.726,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 3.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 5.23,
"rent_growth_90d_pct": 5.26,
"tenant_expansion_probability": 0.692
} | {
"annualized_noi_impact_usd": 343425,
"annualized_revenue_impact_usd": 511756,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 573357,
"expansion_capture_probability_post_event": 0.624,
"lease_rate_change_pct": 3.3,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.7
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.15,
"capital_availability": 0.896,
"demand_pressure": 0.532,
"entitlement_friction": 0.242,
"labor_shortage": 0.762,
"portfolio_tightness": 0.696,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.718,
"id": "FORGE-100592",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "9958b9a5-1365-40aa-b4e5-317f6ef036e2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.35,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.71,
"battery_mwh": 12.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-2286A413EA",
"grid_service_limit_mw": 12.62,
"gross_sqft": 647007,
"infill_site": true,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.763,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.251,
"nearby_nodes": 2,
"network_redundancy_score": 0.696,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 84.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.643
} | {
"annualized_noi_impact_usd": 119813,
"annualized_revenue_impact_usd": 182324,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 487342,
"expansion_capture_probability_post_event": 0.633,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.41
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.08
},
{
"action": "defer_noncritical_projects",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0.763,
"demand_pressure": 0.604,
"entitlement_friction": 0.251,
"labor_shortage": 0.482,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100593",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "178cba0a-e0d4-45b2-969d-5e5e988ba6eb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.268,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.153,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 1.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-36067C2C97",
"grid_service_limit_mw": 26.36,
"gross_sqft": 319909,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.524,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.213,
"nearby_nodes": 8,
"network_redundancy_score": 0.321,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": 2227,
"annualized_revenue_impact_usd": 3383,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 554731,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.71
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.865,
"capital_availability": 0.524,
"demand_pressure": 0.74,
"entitlement_friction": 0.213,
"labor_shortage": 0.856,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100594",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:29:00Z",
"trace_id": "519bc7e3-c4fd-4355-bce2-fda749ea29e8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.23,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.36,
"battery_mwh": 10.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-7ADE39C674",
"grid_service_limit_mw": 21.8,
"gross_sqft": 579557,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.788,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.653,
"nearby_nodes": 3,
"network_redundancy_score": 0.342,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": -41234,
"annualized_revenue_impact_usd": -61107,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 434460,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": -0.91,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.87
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.788,
"demand_pressure": 0.446,
"entitlement_friction": 0.653,
"labor_shortage": 0.657,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100595",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:53:00Z",
"trace_id": "95edfd7f-45a2-47fb-b4dc-7c6eeca77150"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.052,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.071,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 5.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-1AD0845C81",
"grid_service_limit_mw": 11.49,
"gross_sqft": 1410083,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
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"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.388,
"nearby_nodes": 7,
"network_redundancy_score": 0.523,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 189... | [
{
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"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 5.06,
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} | {
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"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.79
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.643,
"entitlement_friction": 0.388,
"labor_shortage": 0.753,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-100596",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "9a1a43c8-ffe8-40f0-a71d-4aa623cdd552"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.224,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 11.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
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"facility_id": "FAC-512D84E1F7",
"grid_service_limit_mw": 24.56,
"gross_sqft": 669239,
"infill_site": false,
"lease_expiry_months": 48,
... | {
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"cluster_utilization_pct": 0.874,
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"nearby_nodes": 7,
"network_redundancy_score": 0.529,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 119936... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 2.94,
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} | {
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"lease_rate_change_pct": 0.92,
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.08
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.392,
"demand_pressure": 0.856,
"entitlement_friction": 0.602,
"labor_shortage": 0.628,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100597",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:18:00Z",
"trace_id": "a4c25849-88f9-48ba-b1f2-3c2acc50405e"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.431,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 9.17,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-6BA474DE97",
"grid_service_limit_mw": 25.46,
"gross_sqft": 972128,
"infill_site": true,
"lease_expiry_months": 16,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.375,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1736546,... | [
{
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"dock_utilization_pct": 83.8,
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"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 3.31,
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} | {
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"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -0.1,
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"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 30.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.56
},
{
"action": "activate_temp_l... | {
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"demand_pressure": 0.567,
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"labor_shortage": 0.637,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100598",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:51:00Z",
"trace_id": "5e4e8a46-dc14-4c4f-be8f-b77f44923091"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.33,
"servic... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-F7E024D894",
"grid_service_limit_mw": 19.07,
"gross_sqft": 1107657,
"infill_site": true,
"lease_expiry_months": 59,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.838,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 121... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.3,
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"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.47,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.14,
"rent_growth_90d_pct": -1.09,
"tenant_expansion_probability": 0.091
} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.96,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.84
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.83,
"capital_availability": 0.21,
"demand_pressure": 0.491,
"entitlement_friction": 0.475,
"labor_shortage": 0.597,
"portfolio_tightness": 0.392,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-100599",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:05:00Z",
"trace_id": "721aadec-f547-4a48-95c9-78d3c1ee9f04"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-9237B4D7E3",
"grid_service_limit_mw": 19.07,
"gross_sqft": 1166165,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.702,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.263,
"nearby_nodes": 5,
"network_redundancy_score": 0.861,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 92.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.42,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.757
} | {
"annualized_noi_impact_usd": 268573,
"annualized_revenue_impact_usd": 430292,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 359532,
"expansion_capture_probability_post_event": 0.741,
"lease_rate_change_pct": 4.34,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.2
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.702,
"demand_pressure": 1,
"entitlement_friction": 0.263,
"labor_shortage": 0.537,
"portfolio_tightness": 0.528,
"pow... |
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