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": 0.747,
"id": "FORGE-100400",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:18:00Z",
"trace_id": "43227bfe-b4e8-427e-9843-821352b5f9fb"
} | {
"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": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.017,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.24,
"battery_mwh": 0.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-1CDC249867",
"grid_service_limit_mw": 13.51,
"gross_sqft": 837096,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.728,
"nearby_nodes": 8,
"network_redundancy_score": 0.627,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 1.58,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -109499,
"annualized_revenue_impact_usd": -143193,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 380712,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.9
},
{
"action": "secure_pop... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.785,
"capital_availability": 0.435,
"demand_pressure": 0.379,
"entitlement_friction": 0.728,
"labor_shortage": 0.603,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-100401",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:40:00Z",
"trace_id": "6fce614d-cbf4-4926-bf04-71b677fc5b7a"
} | {
"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": true,
"growth_rate": 0.297,
"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": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 11.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-D7D8675A84",
"grid_service_limit_mw": 7.27,
"gross_sqft": 1263268,
"infill_site": true,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.736,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.707,
"nearby_nodes": 2,
"network_redundancy_score": 0.59,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 545... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.1,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 4.31,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 297609,
"annualized_revenue_impact_usd": 475535,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 411119,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 1.98,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.35
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.266,
"capital_availability": 0.736,
"demand_pressure": 0.981,
"entitlement_friction": 0.707,
"labor_shortage": 0.837,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100402",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:17:00Z",
"trace_id": "0a06c899-8dc7-40e5-a3f7-b8051cc73b24"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"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": 0.037,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.21,
"battery_mwh": 3.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-8A2D93A437",
"grid_service_limit_mw": 8.18,
"gross_sqft": 732501,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.834,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.242,
"nearby_nodes": 6,
"network_redundancy_score": 0.562,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 314... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 3.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 4.24,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": -48677,
"annualized_revenue_impact_usd": -75408,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 588210,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.87
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.241,
"capital_availability": 0.834,
"demand_pressure": 0.376,
"entitlement_friction": 0.242,
"labor_shortage": 0.849,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100403",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "766367fb-2b91-4f15-8337-fea45ecbd516"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.038,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.52,
"battery_mwh": 2.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-0C7B4AA288",
"grid_service_limit_mw": 18.18,
"gross_sqft": 821618,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.648,
"nearby_nodes": 3,
"network_redundancy_score": 0.339,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario cold_chain_excursion_risk 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": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -114189,
"annualized_revenue_impact_usd": -177016,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 522326,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -1.51,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.58
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.57
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.487,
"demand_pressure": 0.537,
"entitlement_friction": 0.648,
"labor_shortage": 0.796,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-100404",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:41:00Z",
"trace_id": "bdbe682d-4bca-427a-a158-c10a5d6f9c96"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.268,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.268,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 10.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-EEB820B2D6",
"grid_service_limit_mw": 14.24,
"gross_sqft": 1396980,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.655,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.292,
"nearby_nodes": 5,
"network_redundancy_score": 0.838,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 0.47,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": -51520,
"annualized_revenue_impact_usd": -80879,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 626128,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": -0.61,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.6
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.261,
"capital_availability": 0.655,
"demand_pressure": 0.568,
"entitlement_friction": 0.292,
"labor_shortage": 0.587,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100405",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "673f128f-936e-438d-8f2c-75ead98e2f5c"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.325,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 6.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-E29E37637C",
"grid_service_limit_mw": 24.54,
"gross_sqft": 632880,
"infill_site": false,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.182,
"nearby_nodes": 4,
"network_redundancy_score": 0.586,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 929465... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 4.85,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 14498,
"annualized_revenue_impact_usd": 19800,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 457552,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.78
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.866,
"capital_availability": 0.507,
"demand_pressure": 0.765,
"entitlement_friction": 0.182,
"labor_shortage": 0.642,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100406",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:39:00Z",
"trace_id": "4d54c377-0f80-411e-94fc-ed39c3e24d77"
} | {
"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": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.174,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.49,
"battery_mwh": 9.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-67783B9675",
"grid_service_limit_mw": 10.75,
"gross_sqft": 570625,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.736,
"nearby_nodes": 8,
"network_redundancy_score": 0.335,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9341... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -23005,
"annualized_revenue_impact_usd": -32112,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 531278,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.83
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.716,
"capital_availability": 0.201,
"demand_pressure": 0.549,
"entitlement_friction": 0.736,
"labor_shortage": 0.887,
"portfolio_tightness": 0.665,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100407",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "72526cce-28c7-4e74-bdb0-6c2b3c44aa0a"
} | {
"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": 8.2,
"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": 0.221,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.67,
"battery_mwh": 2.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-934A311782",
"grid_service_limit_mw": 14.36,
"gross_sqft": 1161666,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.028,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.537,
"nearby_nodes": 4,
"network_redundancy_score": 0.526,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 72... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.4,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": -1.02,
"rent_growth_90d_pct": -1.27,
"tenant_expansion_probability": 0.32
} | {
"annualized_noi_impact_usd": -130250,
"annualized_revenue_impact_usd": -209705,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 592465,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -2.55,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.52
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.028,
"demand_pressure": 0.453,
"entitlement_friction": 0.537,
"labor_shortage": 0.635,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100408",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:47:00Z",
"trace_id": "9b53346e-a9f7-4b10-b11d-dd714d68145d"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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": -0.02,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.21,
"battery_mwh": 12.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 29,
"facility_id": "FAC-8D165E57AA",
"grid_service_limit_mw": 13.89,
"gross_sqft": 292216,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.285,
"nearby_nodes": 2,
"network_redundancy_score": 0.439,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 206476... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.44,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -10428,
"annualized_revenue_impact_usd": -15903,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 654703,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.9
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.61
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.136,
"capital_availability": 0.626,
"demand_pressure": 0.565,
"entitlement_friction": 0.285,
"labor_shortage": 0.627,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-100409",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:00:00Z",
"trace_id": "4d283149-28a6-46f0-94f0-2d349f52aa9d"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.027,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.61,
"service_level_target": 0.95,
"... | {
"automation_penetration": 0.57,
"battery_mwh": 5.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-36FA81410C",
"grid_service_limit_mw": 17.45,
"gross_sqft": 715067,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.63,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.376,
"nearby_nodes": 2,
"network_redundancy_score": 0.793,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 827048,... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 78.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": -0.9,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -153636,
"annualized_revenue_impact_usd": -199315,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 520758,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.69
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.624,
"capital_availability": 0.63,
"demand_pressure": 0.288,
"entitlement_friction": 0.376,
"labor_shortage": 0.849,
"portfolio_tightness": 0.373,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-100410",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:52:00Z",
"trace_id": "5ee70763-6e12-4b25-9229-8f84b9c427b0"
} | {
"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": "labor_constraint",
"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": false,
"growth_rate": 0.076,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.055,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 4.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-98A3F92176",
"grid_service_limit_mw": 16.2,
"gross_sqft": 1268867,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.813,
"nearby_nodes": 2,
"network_redundancy_score": 0.717,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": -0.06,
"tenant_expansion_probability": 0.264
} | {
"annualized_noi_impact_usd": -265147,
"annualized_revenue_impact_usd": -436893,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 45,
"estimated_capex_usd": 500932,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -3.12,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.06
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.76
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.458,
"demand_pressure": 0.333,
"entitlement_friction": 0.813,
"labor_shortage": 0.959,
"portfolio_tightness": 0.63,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100411",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:58:00Z",
"trace_id": "d6edb1b7-c902-4c3f-8b16-c3bf5a10292e"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.414,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.33,
"battery_mwh": 1.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-5F84135F26",
"grid_service_limit_mw": 14.81,
"gross_sqft": 771849,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.207,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.65,
"nearby_nodes": 2,
"network_redundancy_score": 0.38,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 97.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 4.43,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.692
} | {
"annualized_noi_impact_usd": 213438,
"annualized_revenue_impact_usd": 275012,
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"decision_horizon_days": 45,
"estimated_capex_usd": 553976,
"expansion_capture_probability_post_event": 0.601,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.207,
"demand_pressure": 1,
"entitlement_friction": 0.65,
"labor_shortage": 0.73,
"portfolio_tightness": 0.577,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-100412",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "6bc6bb6b-77f9-4f25-832a-20dc9ad876e4"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.252,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.27,
"battery_mwh": 8.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-EA8F45CB88",
"grid_service_limit_mw": 8.39,
"gross_sqft": 1104033,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.325,
"nearby_nodes": 2,
"network_redundancy_score": 0.743,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 86.2,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 5.12,
"rent_growth_90d_pct": 6.34,
"tenant_expansion_probability": 0.625
} | {
"annualized_noi_impact_usd": 535630,
"annualized_revenue_impact_usd": 701319,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.592,
"lease_rate_change_pct": 3.82,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.58
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.235,
"demand_pressure": 0.624,
"entitlement_friction": 0.325,
"labor_shortage": 0.865,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-100413",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:47:00Z",
"trace_id": "bf6a7da4-da72-4a12-9eaf-df484cfc8166"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"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"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.8,
"battery_mwh": 4.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-1FA96767E5",
"grid_service_limit_mw": 18.71,
"gross_sqft": 816184,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.599,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.55,
"nearby_nodes": 4,
"network_redundancy_score": 0.601,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 536951,... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.158
} | {
"annualized_noi_impact_usd": -178839,
"annualized_revenue_impact_usd": -249374,
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"estimated_capex_usd": 716367,
"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -2.35,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.19
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.285,
"capital_availability": 0.092,
"demand_pressure": 0.588,
"entitlement_friction": 0.55,
"labor_shortage": 0.759,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100414",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:41:00Z",
"trace_id": "005bac72-9a39-49df-9d74-8d33a4c19d75"
} | {
"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": "power_constraint",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.308,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.23,
"battery_mwh": 3.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-867A59763D",
"grid_service_limit_mw": 25.3,
"gross_sqft": 852733,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.226,
"nearby_nodes": 3,
"network_redundancy_score": 0.413,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -18826,
"annualized_revenue_impact_usd": -26413,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 534457,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 0.44,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.13
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.644,
"capital_availability": 0.441,
"demand_pressure": 0.508,
"entitlement_friction": 0.226,
"labor_shortage": 0.779,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100415",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "73ee07ba-2888-4635-914a-13b1b80e2695"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.291,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.44,
"battery_mwh": 1.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-CE726D299F",
"grid_service_limit_mw": 21.37,
"gross_sqft": 964845,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.843,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.439,
"nearby_nodes": 3,
"network_redundancy_score": 0.521,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 85.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"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",
"for... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.5,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.61
} | {
"annualized_noi_impact_usd": 166936,
"annualized_revenue_impact_usd": 224787,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 359789,
"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 2.06,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.77
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.56
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.843,
"demand_pressure": 0.634,
"entitlement_friction": 0.439,
"labor_shortage": 0.461,
"portfolio_tightness": 0.517,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-100416",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:47:00Z",
"trace_id": "eddd7d6d-051f-489d-b795-1550c3d0d821"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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": 0.394,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 5.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-322C264D76",
"grid_service_limit_mw": 9.94,
"gross_sqft": 1080248,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.818,
"nearby_nodes": 8,
"network_redundancy_score": 0.822,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 181022... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": -221778,
"annualized_revenue_impact_usd": -305237,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 650210,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 0.15,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.08
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0,
"demand_pressure": 0.552,
"entitlement_friction": 0.818,
"labor_shortage": 0.864,
"portfolio_tightness": 0.648,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-100417",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "866ed8a7-1d91-480e-99d0-ac524ad8c019"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": 0.217,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.6,
"battery_mwh": 6.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-4A0399DEBE",
"grid_service_limit_mw": 6.73,
"gross_sqft": 932126,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.617,
"nearby_nodes": 7,
"network_redundancy_score": 0.36,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 847... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.8,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.412
} | {
"annualized_noi_impact_usd": -166861,
"annualized_revenue_impact_usd": -245278,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 754662,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.85
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.161,
"demand_pressure": 0.42,
"entitlement_friction": 0.617,
"labor_shortage": 0.736,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-100418",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:07:00Z",
"trace_id": "dd0db3ad-4baa-4c66-be81-c9228f5dd852"
} | {
"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": "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": 0.198,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.463,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.44,
"battery_mwh": 6.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-92CD949131",
"grid_service_limit_mw": 23.76,
"gross_sqft": 1028450,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.108,
"nearby_nodes": 5,
"network_redundancy_score": 0.719,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1944323... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 81.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -47225,
"annualized_revenue_impact_usd": -73648,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 367598,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -0.29,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.75
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.542,
"demand_pressure": 0.418,
"entitlement_friction": 0.108,
"labor_shortage": 0.791,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100419",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:23:00Z",
"trace_id": "88f0b4d2-d8a5-4d98-bf42-7ba748dfb444"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.376,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.28,
"battery_mwh": 10.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-4CC87365C9",
"grid_service_limit_mw": 7.12,
"gross_sqft": 389345,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.521,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.523,
"nearby_nodes": 8,
"network_redundancy_score": 0.429,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1702... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.651
} | {
"annualized_noi_impact_usd": 54171,
"annualized_revenue_impact_usd": 76392,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 394859,
"expansion_capture_probability_post_event": 0.561,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.19
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.521,
"demand_pressure": 0.659,
"entitlement_friction": 0.523,
"labor_shortage": 0.837,
"portfolio_tightness": 0.679,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-100420",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:45:00Z",
"trace_id": "f61b8500-c1c5-4aa9-a36f-0f4ffe316b0e"
} | {
"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": "power_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": 0.167,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.4,
"battery_mwh": 6.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-F2BD08A3E1",
"grid_service_limit_mw": 14.8,
"gross_sqft": 349599,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.566,
"nearby_nodes": 7,
"network_redundancy_score": 0.429,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.294... | {
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"annualized_revenue_impact_usd": -76110,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 805451,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.61
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.82
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.564,
"demand_pressure": 0.471,
"entitlement_friction": 0.566,
"labor_shortage": 1,
"portfolio_tightness": 0.608,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-100421",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "f83d1b08-69c2-40eb-9559-d37ee87a4735"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.266,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.8,
"battery_mwh": 1.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-5E2FAD9698",
"grid_service_limit_mw": 11.52,
"gross_sqft": 828002,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.684,
"nearby_nodes": 3,
"network_redundancy_score": 0.787,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 37798,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.17
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0,
"demand_pressure": 0.577,
"entitlement_friction": 0.684,
"labor_shortage": 0.754,
"portfolio_tightness": 0.599,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100422",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:58:00Z",
"trace_id": "57a5cd93-5829-4b4c-812a-1ece037ea69f"
} | {
"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": 6.4,
"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": 0.054,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.392,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.75,
"battery_mwh": 10.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-02B6A98007",
"grid_service_limit_mw": 13.11,
"gross_sqft": 569531,
"infill_site": false,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.647,
"nearby_nodes": 7,
"network_redundancy_score": 0.852,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 612380... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 26.4,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.625,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.34... | {
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"annualized_revenue_impact_usd": -40772,
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"decision_horizon_days": 45,
"estimated_capex_usd": 374307,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": -1.26,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.62
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.669,
"demand_pressure": 0.343,
"entitlement_friction": 0.647,
"labor_shortage": 0.437,
"portfolio_tightness": 0.504,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-100423",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "a5b0200d-09ef-41b2-8228-e3f0e3ca740f"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.418,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.298,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 10.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-BCC3553912",
"grid_service_limit_mw": 8.24,
"gross_sqft": 839616,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.511,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.256,
"nearby_nodes": 3,
"network_redundancy_score": 0.832,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.693
} | {
"annualized_noi_impact_usd": 236367,
"annualized_revenue_impact_usd": 308378,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.612,
"lease_rate_change_pct": 3.63,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.364,
"capital_availability": 0.511,
"demand_pressure": 0.693,
"entitlement_friction": 0.256,
"labor_shortage": 0.809,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100424",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:49:00Z",
"trace_id": "9b6d5d8b-a1e2-4a24-89f1-9a2e50168af9"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.227,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.193,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 10.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-375D7852F9",
"grid_service_limit_mw": 9.2,
"gross_sqft": 1103901,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.556,
"nearby_nodes": 7,
"network_redundancy_score": 0.641,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.94,
"rent_growth_90d_pct": 6.28,
"tenant_expansion_probability": 0.46... | {
"annualized_noi_impact_usd": 235129,
"annualized_revenue_impact_usd": 374703,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 553997,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.43
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.563,
"demand_pressure": 0.92,
"entitlement_friction": 0.556,
"labor_shortage": 0.753,
"portfolio_tightness": 0.614,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-100425",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:56:00Z",
"trace_id": "ce076d82-377e-4fd9-972c-301dec230ceb"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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",
"expansion_request_open": false,
"growth_rate": 0.351,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.68,
"battery_mwh": 7.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-485C9F09BB",
"grid_service_limit_mw": 20.64,
"gross_sqft": 433071,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.58,
"nearby_nodes": 6,
"network_redundancy_score": 0.444,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 10899,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 0.39,
"occupancy_shift": 0.005,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.19
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.6
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.126,
"demand_pressure": 0.576,
"entitlement_friction": 0.58,
"labor_shortage": 1,
"portfolio_tightness": 0.497,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-100426",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "3df7ba9d-f15b-4a9f-a4f5-90a010d4e392"
} | {
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.309,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 1.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-D0D7DC67DE",
"grid_service_limit_mw": 14.7,
"gross_sqft": 1131729,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.38,
"nearby_nodes": 7,
"network_redundancy_score": 0.689,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.99,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 5.48,
"rent_growth_90d_pct": 7.6,
"tenant_expansion_probability": 0.668
} | {
"annualized_noi_impact_usd": 547946,
"annualized_revenue_impact_usd": 912287,
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"decision_horizon_days": 45,
"estimated_capex_usd": 511197,
"expansion_capture_probability_post_event": 0.621,
"lease_rate_change_pct": 4.89,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.54
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.58
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.641,
"demand_pressure": 0.713,
"entitlement_friction": 0.38,
"labor_shortage": 0.88,
"portfolio_tightness": 0.66,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100427",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "da4256a8-54fa-4b6d-9c2c-c342215bce77"
} | {
"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": 9.1,
"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": 0.43,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 10.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-3EB8F42757",
"grid_service_limit_mw": 23.95,
"gross_sqft": 889479,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.344,
"nearby_nodes": 7,
"network_redundancy_score": 0.496,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.05,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
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"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 47381,
"annualized_revenue_impact_usd": 62863,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 1.51,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.59
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.28,
"demand_pressure": 0.568,
"entitlement_friction": 0.344,
"labor_shortage": 0.891,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100428",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "cac6765c-2a2e-4285-b45d-68826837df45"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": true,
"growth_rate": 0.26,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.22,
"battery_mwh": 6.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-5CACB91C55",
"grid_service_limit_mw": 8.95,
"gross_sqft": 1093222,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.408,
"nearby_nodes": 3,
"network_redundancy_score": 0.788,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 94... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 3.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 5.03,
"rent_growth_90d_pct": 5.66,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 439720,
"annualized_revenue_impact_usd": 594968,
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"decision_horizon_days": 30,
"estimated_capex_usd": 534886,
"expansion_capture_probability_post_event": 0.612,
"lease_rate_change_pct": 3.49,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.22
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.065,
"capital_availability": 0.649,
"demand_pressure": 0.477,
"entitlement_friction": 0.408,
"labor_shortage": 0.674,
"portfolio_tightness": 0.716,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100429",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:59:00Z",
"trace_id": "6b0d3c66-1760-4cd1-b4f8-e316947c6f64"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.025,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.114,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.47,
"battery_mwh": 10.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-A3AE614312",
"grid_service_limit_mw": 7.41,
"gross_sqft": 516087,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.019,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.93,
"nearby_nodes": 6,
"network_redundancy_score": 0.632,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 143... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 78.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 71.3,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.117
} | {
"annualized_noi_impact_usd": -199199,
"annualized_revenue_impact_usd": -295994,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 60,
"estimated_capex_usd": 804600,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.32,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.07
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 37.06
},
{
"action": "rebalance_carrier_mix... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.967,
"capital_availability": 0.019,
"demand_pressure": 0.241,
"entitlement_friction": 0.93,
"labor_shortage": 0.749,
"portfolio_tightness": 0.624,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-100430",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:55:00Z",
"trace_id": "f194291f-73c4-4417-a8b9-9c0179084f77"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"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"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.269,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.471,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.65,
"battery_mwh": 7.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-FF8FBDC5C9",
"grid_service_limit_mw": 9.54,
"gross_sqft": 1406932,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.36,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.281,
"nearby_nodes": 3,
"network_redundancy_score": 0.689,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 862... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 4.47,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 261343,
"annualized_revenue_impact_usd": 358531,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 535812,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.09
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.36,
"demand_pressure": 0.842,
"entitlement_friction": 0.281,
"labor_shortage": 0.803,
"portfolio_tightness": 0.614,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-100431",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:46:00Z",
"trace_id": "d326a32c-8b09-43b1-8375-d2cf93e9b488"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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",
"expansion_request_open": false,
"growth_rate": 0.031,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.448,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.78,
"battery_mwh": 3.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-B1E8E8E1BC",
"grid_service_limit_mw": 19.67,
"gross_sqft": 1111567,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.617,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.466,
"nearby_nodes": 4,
"network_redundancy_score": 0.486,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -255095,
"annualized_revenue_impact_usd": -337383,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 528431,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -2.24,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.9
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.14
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.786,
"capital_availability": 0.301,
"demand_pressure": 0.315,
"entitlement_friction": 0.466,
"labor_shortage": 0.848,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100432",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:27:00Z",
"trace_id": "03eab3a1-5605-49a2-85ab-c6aecbe54559"
} | {
"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": "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": true,
"growth_rate": 0.252,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.22,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.82,
"battery_mwh": 2.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-533AF3F468",
"grid_service_limit_mw": 18.63,
"gross_sqft": 1217179,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.165,
"nearby_nodes": 7,
"network_redundancy_score": 0.368,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.505... | {
"annualized_noi_impact_usd": 24568,
"annualized_revenue_impact_usd": 42006,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 466817,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.1
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.45,
"demand_pressure": 0.537,
"entitlement_friction": 0.165,
"labor_shortage": 0.909,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100433",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:11:00Z",
"trace_id": "9b1bd027-2b0f-4f79-9d90-1a92e4bb792f"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"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": 0.059,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.81,
"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-8C4F389299",
"grid_service_limit_mw": 18.6,
"gross_sqft": 848145,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.704,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.423,
"nearby_nodes": 7,
"network_redundancy_score": 0.324,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 487889,... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.647,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": 30430,
"annualized_revenue_impact_usd": 44511,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 458961,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": -0.14,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.38
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.96
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.655,
"capital_availability": 0.704,
"demand_pressure": 0.482,
"entitlement_friction": 0.423,
"labor_shortage": 0.662,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-100434",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:56:00Z",
"trace_id": "d9a7e513-5ff2-471f-83bc-1f5c36a0a568"
} | {
"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": 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": 0.208,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.374,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.41,
"battery_mwh": 7.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-083A7918EA",
"grid_service_limit_mw": 19.57,
"gross_sqft": 779386,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.701,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.665,
"nearby_nodes": 3,
"network_redundancy_score": 0.795,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -4194,
"annualized_revenue_impact_usd": -6466,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 483949,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.97
},
{
"... | {
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"capital_availability": 0.701,
"demand_pressure": 0.684,
"entitlement_friction": 0.665,
"labor_shortage": 0.642,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-100435",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:46:00Z",
"trace_id": "388aa06f-05c7-430d-b489-6a59cdf15210"
} | {
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"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",
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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-PWR-009",
"LOG-LND-003"
],
"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": "strategic",
"risk_of_churn": 0.163,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 9.83,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-CFB97A4E52",
"grid_service_limit_mw": 10.29,
"gross_sqft": 818045,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.818,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 129... | [
{
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"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rat... | {
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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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"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 6.95,
"tenant_expansion_probability": 0.72... | {
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"lease_rate_change_pct": 4.82,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
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{
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"score": 33.02
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.74
},
{
"action": "shift_overflow_to_satellite"... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100436",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:34:00Z",
"trace_id": "4f06514f-ce4c-40de-8db6-42f339d52502"
} | {
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"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": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.173,
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"service_... | {
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"gross_sqft": 929260,
"infill_site": false,
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"nearby_nodes": 6,
"network_redundancy_score": 0.738,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_... | {
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"confidence_band": "moderate",
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} | {
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{
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"score": 29.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.71
},
{
"action": "monitor_and_... | {
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-100437",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "8db2bbd6-2159-4b81-a304-fa0608275235"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.353,
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"service_level_targe... | {
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"nearby_nodes": 2,
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"portfolio_cluster": "chicago_joliet",
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... | [
{
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"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.5,
"shift_fill_r... | {
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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... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 2.72,
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} | {
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"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 0.34,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.17
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.16
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.732,
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"labor_shortage": 0.51,
"portfolio_tightness": 0.4,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100438",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:31:00Z",
"trace_id": "4b60c105-3028-4919-81c9-f71a0369fbcb"
} | {
"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",
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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": "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": "100m_250m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
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"facility_id": "FAC-7FC5229DBF",
"grid_service_limit_mw": 20.98,
"gross_sqft": 364163,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.316,
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"nearby_nodes": 2,
"network_redundancy_score": 0.431,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate... | {
"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": "very_high",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.205... | {
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"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.4
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.14
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
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"demand_pressure": 0.208,
"entitlement_friction": 0.58,
"labor_shortage": 0.781,
"portfolio_tightness": 0.541,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100439",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:17:00Z",
"trace_id": "d21e1b9d-73dc-4a47-8aa6-db35738c31f9"
} | {
"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",
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"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,
"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": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-6806EBFB28",
"grid_service_limit_mw": 18.35,
"gross_sqft": 765933,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.416,
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"nearby_nodes": 4,
"network_redundancy_score": 0.393,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_r... | {
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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": 1.56,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 84436,
"annualized_revenue_impact_usd": 110268,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 457322,
"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.56
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"entitlement_friction": 0.449,
"labor_shortage": 0.576,
"portfolio_tightness": 0.392,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-100440",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:26:00Z",
"trace_id": "3896142a-44b3-4faa-8418-67703ed2f644"
} | {
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"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",
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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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"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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"expansion_request_open": true,
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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": 0.082,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 0.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-36ED269324",
"grid_service_limit_mw": 12.58,
"gross_sqft": 1102430,
"infill_site": false,
"lease_expiry_months": 17,
"o... | {
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"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.46,
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"nearby_nodes": 7,
"network_redundancy_score": 0.666,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 186... | [
{
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"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill... | {
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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_p... | {
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"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 4.43,
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} | {
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"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.023,
"service_penalty_risk_usd"... | {
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{
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"score": 39.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.3
},
{
"action": "offer_preempti... | {
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"demand_pressure": 0.714,
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"labor_shortage": 0.731,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100441",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "50a021cb-786a-493c-9c84-a118fc74062a"
} | {
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"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",
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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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"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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"growth_rate": 0.446,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.345,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 8.43,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-1EC1F96D9B",
"grid_service_limit_mw": 21.1,
"gross_sqft": 766372,
"infill_site": true,
"lease_expiry_months": 51,
"occupa... | {
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"cluster_utilization_pct": 0.892,
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"nearby_nodes": 5,
"network_redundancy_score": 0.512,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.4,
"shift_fill_rate_... | {
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"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 2.32,
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} | {
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"expansion_capture_probability_post_event": 0.623,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 38
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.55
},
{
"action": "rebalance_carrier_mi... | {
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"demand_pressure": 0.606,
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"labor_shortage": 0.737,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100442",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "8c3fc4f9-9044-45df-92c6-1146a9717c20"
} | {
"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": "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": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"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": 0.109,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 9.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-E0AC39C036",
"grid_service_limit_mw": 12.02,
"gross_sqft": 533939,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.2,
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"nearby_nodes": 8,
"network_redundancy_score": 0.382,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_90d_pct": 2.33,
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} | {
"annualized_noi_impact_usd": 43203,
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"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 27.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.53
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.444,
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"labor_shortage": 0.656,
"portfolio_tightness": 0.655,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100443",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "5a27ebcc-cf1d-421b-8edc-4ce18facdea3"
} | {
"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",
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"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": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 3.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-EA87FB02FF",
"grid_service_limit_mw": 8.23,
"gross_sqft": 727302,
"infill_site": false,
"lease_expiry_months": 70,
"occupa... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.567,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.9,
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"rent_growth_30d_pct": 4.6,
"rent_growth_90d_pct": 3.95,
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} | {
"annualized_noi_impact_usd": 216160,
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"lease_rate_change_pct": 2.26,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.8
},
{
"action": "loc... | {
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"entitlement_friction": 0.726,
"labor_shortage": 0.643,
"portfolio_tightness": 0.607,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-100444",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:56:00Z",
"trace_id": "d8b064a8-b51a-413b-932c-f8eb54cacd69"
} | {
"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",
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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",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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",
"expansion_request_open": true,
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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": 0.336,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-EFCBF80737",
"grid_service_limit_mw": 16.31,
"gross_sqft": 1344898,
"infill_site": true,
"lease_expiry_months": 20,
"o... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.451,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 568142,
... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 5.74,
"tenant_expansion_probability": 0.7... | {
"annualized_noi_impact_usd": 326325,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.678,
"lease_rate_change_pct": 4.83,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.9
},
{
"action": "raise_... | {
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"labor_shortage": 0.51,
"portfolio_tightness": 0.468,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-100445",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:50:00Z",
"trace_id": "b3afaafc-cd51-40da-9ea3-d119db196330"
} | {
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"highway_access_score": 0.91,
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.82,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 21.3,
"gross_sqft": 1286422,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.778,
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"competitive_pressure_score": 0.385,
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"entitlement_friction": 0.573,
"nearby_nodes": 2,
"network_redundancy_score": 0.846,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_fill_r... | {
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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... | {
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"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 4.61,
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} | {
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"lease_rate_change_pct": 1.8,
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"service_penalty_risk_us... | {
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{
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"score": 30.59
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.71
},
{
"action": "shif... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100446",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:50:00Z",
"trace_id": "df6dcb53-2627-4433-bda8-089f559aa9a9"
} | {
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"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": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"gross_sqft": 365493,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
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"network_redundancy_score": 0.435,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 5.1,
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} | {
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"service_penalty_risk_usd... | {
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{
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"score": 45.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.47
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.845,
"portfolio_tightness": 0.668,
"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "84e74930-0614-4e47-b388-4ca0e5f09624"
} | {
"airport_proximity_km": 21,
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"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",
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},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 13.33,
"gross_sqft": 577371,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.282,
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"entitlement_friction": 0.674,
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"network_redundancy_score": 0.795,
"portfolio_cluster": "atlanta_south_atlanta",
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{
"appointment_fill_pct": 85.1,
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"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"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": "very_high",
"fo... | {
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} | {
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"score": 32.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.97
},
{
"action": "secure_pop_up... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-100448",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "176b9739-d0c2-4092-9278-8d2fcf660216"
} | {
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
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"retention_priority": "standard",
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"seasonality": 0.49,
"service_level_tar... | {
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"gross_sqft": 791198,
"infill_site": true,
"lease_expiry_months": 13,
"occup... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7970... | [
{
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"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.5,
"shift_fil... | {
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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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} | {
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"service_penalty_risk_... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 55.78
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.84
},
{
"action": "offer_preemptive... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100449",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "ecfba69f-bf12-4d54-839e-62c93327cd0c"
} | {
"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",
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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",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.305,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a",
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"facility_id": "FAC-EBD5962FB2",
"grid_service_limit_mw": 9.8,
"gross_sqft": 219834,
"infill_site": false,
"lease_expiry_months": 67,
"occup... | {
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"network_redundancy_score": 0.877,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -1214,
"annualized_revenue_impact_usd": -1564,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 586787,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.17
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.619,
"demand_pressure": 0.576,
"entitlement_friction": 0.354,
"labor_shortage": 0.974,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100450",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "5b8731af-6882-414d-b7f3-bc9f78b833a4"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.035,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.098,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.76,
"battery_mwh": 1.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-4E9702A4EC",
"grid_service_limit_mw": 18.42,
"gross_sqft": 1132643,
"infill_site": true,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.15,
"nearby_nodes": 2,
"network_redundancy_score": 0.519,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 73.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 79,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -100512,
"annualized_revenue_impact_usd": -149436,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 548828,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.55
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.616,
"demand_pressure": 0.305,
"entitlement_friction": 0.15,
"labor_shortage": 0.769,
"portfolio_tightness": 0.438,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-100451",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:49:00Z",
"trace_id": "33d62b4e-7fb6-4c9a-bbd2-d5275896abf7"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.31,
"battery_mwh": 5.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-D2B011BF28",
"grid_service_limit_mw": 22.01,
"gross_sqft": 1146947,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.042,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.418,
"nearby_nodes": 4,
"network_redundancy_score": 0.684,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 196909... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 23442,
"annualized_revenue_impact_usd": 31541,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 637073,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 1.22,
"occupancy_shift": -0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.81
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.74
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.514,
"capital_availability": 0.042,
"demand_pressure": 0.584,
"entitlement_friction": 0.418,
"labor_shortage": 0.642,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100452",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "8a70f1f4-cf91-42d7-8f6d-c1d96928e8cf"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"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": 0.107,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 0.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-43A5EEDC20",
"grid_service_limit_mw": 8.77,
"gross_sqft": 270695,
"infill_site": false,
"lease_expiry_months": 37,
"occupa... | {
"capital_availability": 0.171,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.807,
"nearby_nodes": 8,
"network_redundancy_score": 0.382,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.86,
"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_pre... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.238
} | {
"annualized_noi_impact_usd": -72015,
"annualized_revenue_impact_usd": -96879,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 681840,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -0.24,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.3
},
{
"action": "defer_noncritical_projects",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.863,
"capital_availability": 0.171,
"demand_pressure": 0.623,
"entitlement_friction": 0.807,
"labor_shortage": 1,
"portfolio_tightness": 0.679,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100453",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "12bfc569-64cd-4009-a6e2-e531e5d8a3c9"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"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": 0.439,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.78,
"battery_mwh": 8.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-D2EA998248",
"grid_service_limit_mw": 11.93,
"gross_sqft": 268441,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.382,
"nearby_nodes": 8,
"network_redundancy_score": 0.613,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.82,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.793... | {
"annualized_noi_impact_usd": 87495,
"annualized_revenue_impact_usd": 125385,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 541350,
"expansion_capture_probability_post_event": 0.76,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.66
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.96
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.528,
"capital_availability": 0.514,
"demand_pressure": 0.662,
"entitlement_friction": 0.382,
"labor_shortage": 0.641,
"portfolio_tightness": 0.609,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-100454",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:42:00Z",
"trace_id": "e54c342e-3f34-491a-957c-850adbbdafba"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.266,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 11.23,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-123A3C418A",
"grid_service_limit_mw": 17.53,
"gross_sqft": 331722,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.664,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.429,
"nearby_nodes": 2,
"network_redundancy_score": 0.449,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 119407... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -10092,
"annualized_revenue_impact_usd": -13142,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 692401,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.13
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.664,
"demand_pressure": 0.59,
"entitlement_friction": 0.429,
"labor_shortage": 0.819,
"portfolio_tightness": 0.481,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100455",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:15:00Z",
"trace_id": "73ee2526-8c9c-42df-8e72-4037703ee9b8"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"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"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.246,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.168,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.81,
"battery_mwh": 0.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-CF6B6F28DF",
"grid_service_limit_mw": 16.73,
"gross_sqft": 1295645,
"infill_site": true,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.15,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.391,
"nearby_nodes": 6,
"network_redundancy_score": 0.645,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.9,
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"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.474
} | {
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"annualized_revenue_impact_usd": 191792,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 465637,
"expansion_capture_probability_post_event": 0.39,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 44.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.15,
"demand_pressure": 0.798,
"entitlement_friction": 0.391,
"labor_shortage": 0.902,
"portfolio_tightness": 0.432,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100456",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:47:00Z",
"trace_id": "f6e62d94-8ab0-4ab4-aa8d-baffd0e55e54"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"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": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 9.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-1C7F1B7634",
"grid_service_limit_mw": 14.06,
"gross_sqft": 485908,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.715,
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"entitlement_friction": 0.366,
"nearby_nodes": 7,
"network_redundancy_score": 0.642,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
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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... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
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"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 4.28,
"tenant_expansion_probability": 0.445
} | {
"annualized_noi_impact_usd": 11465,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.67
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.02
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.852,
"entitlement_friction": 0.366,
"labor_shortage": 0.94,
"portfolio_tightness": 0.594,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-100457",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:47:00Z",
"trace_id": "b46e3b79-a294-445a-8f24-8333e8314b05"
} | {
"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": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.46,
"battery_mwh": 10.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-4C47EC0310",
"grid_service_limit_mw": 9.4,
"gross_sqft": 1129591,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.57,
"nearby_nodes": 5,
"network_redundancy_score": 0.856,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 348... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"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": "moderate",
"forec... | {
"build_vs_buy_score": 2.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.5,
"rent_growth_90d_pct": 5.93,
"tenant_expansion_probability": 0.688
} | {
"annualized_noi_impact_usd": 531206,
"annualized_revenue_impact_usd": 832283,
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"estimated_capex_usd": 540338,
"expansion_capture_probability_post_event": 0.645,
"lease_rate_change_pct": 3.65,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.91
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.126,
"capital_availability": 0.712,
"demand_pressure": 0.578,
"entitlement_friction": 0.57,
"labor_shortage": 0.88,
"portfolio_tightness": 0.621,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-100458",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "fcd34f94-b12b-44b1-ade6-e58c6bc16d10"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"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": 0.03,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.268,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.48,
"battery_mwh": 3.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-15503D7DED",
"grid_service_limit_mw": 17.97,
"gross_sqft": 986549,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.294,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.466,
"nearby_nodes": 3,
"network_redundancy_score": 0.712,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 714669... | [
{
"appointment_fill_pct": 76,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
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"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -135478,
"annualized_revenue_impact_usd": -194520,
"cap_rate_pressure_pct": -0.09,
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"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -0.2,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.21
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.294,
"demand_pressure": 0.401,
"entitlement_friction": 0.466,
"labor_shortage": 0.552,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100459",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "88a71b75-d05e-4f94-ba2d-387cdd50b6ea"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.431,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.69,
"battery_mwh": 11.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-6618452BB4",
"grid_service_limit_mw": 16.53,
"gross_sqft": 274829,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.496,
"nearby_nodes": 7,
"network_redundancy_score": 0.623,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 61... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.57,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 15279,
"annualized_revenue_impact_usd": 24514,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 566513,
"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": 2.47,
"occupancy_shift": -0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.35,
"demand_pressure": 0.651,
"entitlement_friction": 0.496,
"labor_shortage": 0.57,
"portfolio_tightness": 0.381,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100460",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:01:00Z",
"trace_id": "ff38c92e-ce5c-4cee-9518-7e974daea756"
} | {
"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": "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": false,
"growth_rate": 0.384,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.052,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.59,
"battery_mwh": 6.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-1F493F286E",
"grid_service_limit_mw": 21.91,
"gross_sqft": 1030000,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.649,
"nearby_nodes": 7,
"network_redundancy_score": 0.342,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 4157,
"annualized_revenue_impact_usd": 5694,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 738707,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.79
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.129,
"demand_pressure": 0.569,
"entitlement_friction": 0.649,
"labor_shortage": 0.611,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100461",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:32:00Z",
"trace_id": "281eea9e-6fa7-40b0-8b76-681b0bcf7a8e"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"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": -0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.29,
"battery_mwh": 12.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-30F1328B97",
"grid_service_limit_mw": 13.98,
"gross_sqft": 947385,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.674,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.134,
"nearby_nodes": 4,
"network_redundancy_score": 0.828,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 88... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 27.5,
"dock_utilization_pct": 79.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"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": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 0.1,
"tenant_expansion_probability": 0.174
} | {
"annualized_noi_impact_usd": -140526,
"annualized_revenue_impact_usd": -213062,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 646034,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -2.7,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.8
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.52
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.484,
"capital_availability": 0.674,
"demand_pressure": 0.351,
"entitlement_friction": 0.134,
"labor_shortage": 0.45,
"portfolio_tightness": 0.317,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-100462",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:10:00Z",
"trace_id": "745e90d4-6729-4458-9621-cee739f23099"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.011,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.269,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-336C3ABB1A",
"grid_service_limit_mw": 12.84,
"gross_sqft": 896932,
"infill_site": true,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.099,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.313,
"nearby_nodes": 3,
"network_redundancy_score": 0.395,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 794497... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.21
... | {
"annualized_noi_impact_usd": -97402,
"annualized_revenue_impact_usd": -149768,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 384308,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.93
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.099,
"demand_pressure": 0.492,
"entitlement_friction": 0.313,
"labor_shortage": 0.917,
"portfolio_tightness": 0.394,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-100463",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:06:00Z",
"trace_id": "d4bb51b9-2baf-4e85-8564-12bc6296e8fc"
} | {
"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": 7.5,
"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": 0.375,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.4,
"battery_mwh": 5.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-2E61B2C4A9",
"grid_service_limit_mw": 7.59,
"gross_sqft": 474683,
"infill_site": false,
"lease_expiry_months": 9,
"occupa... | {
"capital_availability": 0.935,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.757,
"nearby_nodes": 3,
"network_redundancy_score": 0.675,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 88.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 32,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.66,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 164094,
"annualized_revenue_impact_usd": 240736,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 547067,
"expansion_capture_probability_post_event": 0.734,
"lease_rate_change_pct": 2.78,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 47.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.68
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.29,
"capital_availability": 0.935,
"demand_pressure": 0.765,
"entitlement_friction": 0.757,
"labor_shortage": 0.823,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-100464",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:17:00Z",
"trace_id": "309dea45-22c2-402f-858b-a99dabde02c8"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": true,
"growth_rate": 0.254,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.52,
"battery_mwh": 10.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-6BF64A4225",
"grid_service_limit_mw": 18.6,
"gross_sqft": 983062,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.274,
"nearby_nodes": 6,
"network_redundancy_score": 0.369,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124002... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": -12540,
"annualized_revenue_impact_usd": -18635,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 538979,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.06
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.5
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.339,
"demand_pressure": 0.676,
"entitlement_friction": 0.274,
"labor_shortage": 0.668,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-100465",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:45:00Z",
"trace_id": "d5b9d695-729f-43b8-96df-55acc6b632dd"
} | {
"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",
"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": 8.8,
"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": 0.388,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.113,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 5.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-1FACDB1470",
"grid_service_limit_mw": 13.66,
"gross_sqft": 930431,
"infill_site": true,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.356,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.81,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.465,
"nearby_nodes": 7,
"network_redundancy_score": 0.541,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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",
"forecast... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 58626,
"annualized_revenue_impact_usd": 92782,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 551926,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.54
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.89
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.356,
"demand_pressure": 0.754,
"entitlement_friction": 0.465,
"labor_shortage": 0.607,
"portfolio_tightness": 0.337,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100466",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:42:00Z",
"trace_id": "db2d5d27-6eb2-40c1-8cbc-a1dbd4b590ab"
} | {
"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": 6.9,
"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": 0.157,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.115,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.36,
"battery_mwh": 5.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-80E24AFAD3",
"grid_service_limit_mw": 15.34,
"gross_sqft": 881806,
"infill_site": true,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.744,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.576,
"nearby_nodes": 3,
"network_redundancy_score": 0.535,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_ra... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 5.15,
"tenant_expansion_probability": 0.494
} | {
"annualized_noi_impact_usd": 233874,
"annualized_revenue_impact_usd": 313289,
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"decision_horizon_days": 30,
"estimated_capex_usd": 515574,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.03
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.05
},
{
"action": "moni... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.744,
"demand_pressure": 0.45,
"entitlement_friction": 0.576,
"labor_shortage": 0.707,
"portfolio_tightness": 0.623,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100467",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:46:00Z",
"trace_id": "199d81c0-03a5-4805-84b8-c0c792d80741"
} | {
"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",
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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",
"exposure": "labor_constraint",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.188,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.132,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.8,
"battery_mwh": 8.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-32636119DB",
"grid_service_limit_mw": 18.29,
"gross_sqft": 381382,
"infill_site": true,
"lease_expiry_months": 50,
"... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.676,
"nearby_nodes": 6,
"network_redundancy_score": 0.56,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 27191,
... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": -0.1,
"rent_growth_90d_pct": 0.55,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -34650,
"annualized_revenue_impact_usd": -46753,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 606754,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -2,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.98
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.653,
"demand_pressure": 0.431,
"entitlement_friction": 0.676,
"labor_shortage": 1,
"portfolio_tightness": 0.45,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-100468",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "4ed29c21-3f5a-4fe6-a4ed-7aad22f74e3b"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.194,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.25,
"battery_mwh": 9.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-A558A7C48C",
"grid_service_limit_mw": 22.31,
"gross_sqft": 680618,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.635,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.416,
"nearby_nodes": 3,
"network_redundancy_score": 0.335,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_ra... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 5.87,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": 35326,
"annualized_revenue_impact_usd": 56279,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.25
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.635,
"demand_pressure": 0.828,
"entitlement_friction": 0.416,
"labor_shortage": 0.774,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100469",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:51:00Z",
"trace_id": "173254f0-e22d-4b5c-8eda-2b1d6a2b655f"
} | {
"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",
"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": 0.192,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 0.41,
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"grid_service_limit_mw": 10.46,
"gross_sqft": 1286987,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.317,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.03
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.839,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100470",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "bcdb65ae-47d2-4148-980c-696692c77735"
} | {
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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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},
{
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.408,
"seasonality": 0.33,
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"grid_service_limit_mw": 9.43,
"gross_sqft": 731456,
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... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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{
"action": "activ... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
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"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "d85b64ac-f55d-44e3-9bb3-9735df03884a"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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{
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0... | {
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... | {
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{
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{
"action": "secure_pop_up_capacity",
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{
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"p... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T12:12:00Z",
"trace_id": "22ff00c8-9bc9-4274-bb58-cdd7e8449b62"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
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{
... | {
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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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"service_level_tar... | {
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"facility_id": "FAC-4220012397",
"grid_service_limit_mw": 27.73,
"gross_sqft": 1308729,
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"lease_expiry_months": 17,... | {
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"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
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"rent_growth_90d_pct": 1.87,
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} | {
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.18
},
{
"action": "rebalance_carrie... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100473",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:25:00Z",
"trace_id": "d89fccab-1506-4a58-ba02-073fdbc1c886"
} | {
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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",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"risk_of_churn": 0.224,
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"service_level_target... | {
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"grid_service_limit_mw": 10.65,
"gross_sqft": 563978,
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"lease_expiry_months": 10,
... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate... | {
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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": "very_high",
"forecast_pre... | {
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} | {
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},
{
"action": "activate_temp_labor",
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"score": 44.67
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-100474",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:36:00Z",
"trace_id": "f16c9fc6-22c8-4b31-a049-0133a7241540"
} | {
"airport_proximity_km": 35,
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"market": "Phoenix",
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.7,
"battery_mwh": 3.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-A21D94313E",
"grid_service_limit_mw": 15.91,
"gross_sqft": 990066,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.687,
"nearby_nodes": 7,
"network_redundancy_score": 0.503,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 733... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"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... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.637
} | {
"annualized_noi_impact_usd": 143510,
"annualized_revenue_impact_usd": 202462,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 525511,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.33
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.348,
"capital_availability": 0.41,
"demand_pressure": 1,
"entitlement_friction": 0.687,
"labor_shortage": 0.583,
"portfolio_tightness": 0.308,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100475",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "9396041e-118e-48b0-86a9-6e49b8beb2f6"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.373,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.376,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 12.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-C9212A1F6B",
"grid_service_limit_mw": 16.05,
"gross_sqft": 725124,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.633,
"nearby_nodes": 7,
"network_redundancy_score": 0.345,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 87.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 130126,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 586830,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.82
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.098,
"demand_pressure": 0.733,
"entitlement_friction": 0.633,
"labor_shortage": 0.827,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100476",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "bbde907c-b356-4078-a691-134a5065367e"
} | {
"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",
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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": "Network_Optimization",
"exposure": "power_constraint",
"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": "500m_1b",
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"industry": "industrial_manufacturing",
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.22,
"battery_mwh": 4.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-7D5A53C1D5",
"grid_service_limit_mw": 17.25,
"gross_sqft": 611957,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.762,
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"competitive_pressure_score": 0.384,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.274,
"nearby_nodes": 6,
"network_redundancy_score": 0.46,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 35115,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 2.83,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.91
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.762,
"demand_pressure": 0.594,
"entitlement_friction": 0.274,
"labor_shortage": 0.814,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100477",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:31:00Z",
"trace_id": "c4d7e39f-b0e8-4404-8c8a-7d3ac3e06b5c"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"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": 0.135,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.39,
"battery_mwh": 10.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-C924623810",
"grid_service_limit_mw": 13.17,
"gross_sqft": 888125,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.508,
"nearby_nodes": 6,
"network_redundancy_score": 0.728,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.4,
"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.19,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
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"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.233
} | {
"annualized_noi_impact_usd": -49337,
"annualized_revenue_impact_usd": -73994,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 541990,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -0.24,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.37
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.29,
"capital_availability": 0.265,
"demand_pressure": 0.299,
"entitlement_friction": 0.508,
"labor_shortage": 0.548,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-100478",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:11:00Z",
"trace_id": "426b3067-6784-41d7-b6ae-8f929203279f"
} | {
"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": 7.8,
"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": 0.188,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.228,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.59,
"battery_mwh": 9.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-6B3A0EE86A",
"grid_service_limit_mw": 18.17,
"gross_sqft": 400038,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.809,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.509,
"nearby_nodes": 2,
"network_redundancy_score": 0.32,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1412726,... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
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"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -20009,
"annualized_revenue_impact_usd": -29568,
"cap_rate_pressure_pct": -0.11,
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"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -0.93,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.51
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.809,
"demand_pressure": 0.428,
"entitlement_friction": 0.509,
"labor_shortage": 0.612,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100479",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "b102cdde-798d-4663-9a9b-52af013d73d2"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.109,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.314,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 9.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-2A5659F9F3",
"grid_service_limit_mw": 15.58,
"gross_sqft": 969627,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.264,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.515,
"nearby_nodes": 4,
"network_redundancy_score": 0.525,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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": 2.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.1,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -221900,
"annualized_revenue_impact_usd": -308175,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 507363,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.68
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.264,
"demand_pressure": 0.468,
"entitlement_friction": 0.515,
"labor_shortage": 1,
"portfolio_tightness": 0.558,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-100480",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "df740e0f-0911-4433-a552-b22a81135ae8"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.097,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.64,
"battery_mwh": 3.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-B20F5199AD",
"grid_service_limit_mw": 10.68,
"gross_sqft": 576392,
"infill_site": true,
"lease_expiry_months": 48,
"occup... | {
"capital_availability": 0.71,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.393,
"nearby_nodes": 5,
"network_redundancy_score": 0.478,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 165... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.2,
"shift_fil... | {
"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": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -90661,
"annualized_revenue_impact_usd": -138615,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 642056,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": 0.76,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.68
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.275,
"capital_availability": 0.71,
"demand_pressure": 0.436,
"entitlement_friction": 0.393,
"labor_shortage": 0.803,
"portfolio_tightness": 0.681,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-100481",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "71e18fe5-e34e-4deb-9230-9d63d388b66b"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": true,
"growth_rate": 0.043,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.62,
"battery_mwh": 10.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-2CB47F091E",
"grid_service_limit_mw": 11.57,
"gross_sqft": 1392738,
"infill_site": true,
"lease_expiry_months": 54,... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.472,
"nearby_nodes": 6,
"network_redundancy_score": 0.434,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 66... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -374133,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -0.26,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.29
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.539,
"demand_pressure": 0.452,
"entitlement_friction": 0.472,
"labor_shortage": 0.979,
"portfolio_tightness": 0.697,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-100482",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:48:00Z",
"trace_id": "6a16fedb-60aa-467c-9a8a-53df39e68f41"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": -0.029,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.29,
"battery_mwh": 9.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-E5D9BF7662",
"grid_service_limit_mw": 19.6,
"gross_sqft": 980493,
"infill_site": false,
"lease_expiry_months": 26,
"... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.257,
"nearby_nodes": 3,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"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": 2.48,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 5.18,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": 58500,
"annualized_revenue_impact_usd": 95062,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.037,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.01
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.66
},
{
"action": "raise_priority_pricing",
"reason": "m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.218,
"demand_pressure": 0.73,
"entitlement_friction": 0.257,
"labor_shortage": 0.489,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-100483",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:51:00Z",
"trace_id": "82c62696-ecd1-4b52-bfb6-54f8eb6d30d3"
} | {
"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": "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": "50m_100m",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.8,
"battery_mwh": 6.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-71017D349D",
"grid_service_limit_mw": 11.01,
"gross_sqft": 1472180,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.522,
"nearby_nodes": 7,
"network_redundancy_score": 0.511,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"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",
"forecast... | {
"build_vs_buy_score": 2.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 4.22,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 377365,
"annualized_revenue_impact_usd": 563286,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 478155,
"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.66
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.64
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.612,
"demand_pressure": 0.708,
"entitlement_friction": 0.522,
"labor_shortage": 0.88,
"portfolio_tightness": 0.543,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-100484",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "680dfb50-1f1d-4cb8-b14a-add35c52df75"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"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": 0.082,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.108,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 4.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-C0CFAA787C",
"grid_service_limit_mw": 14.48,
"gross_sqft": 369472,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.583,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.263,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.364,
"nearby_nodes": 8,
"network_redundancy_score": 0.738,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 157086... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": -0.22,
"tenant_expansion_probability": 0.2... | {
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"annualized_revenue_impact_usd": -75063,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 540930,
"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -2.55,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 32.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.28
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.76,
"capital_availability": 0.583,
"demand_pressure": 0.532,
"entitlement_friction": 0.364,
"labor_shortage": 0.809,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-100485",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:01:00Z",
"trace_id": "a8269424-a6ba-44cf-b1a2-91a2316c32ab"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.01,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.356,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.2,
"battery_mwh": 3.63,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-683445968D",
"grid_service_limit_mw": 15.59,
"gross_sqft": 954324,
"infill_site": false,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.206,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.714,
"nearby_nodes": 5,
"network_redundancy_score": 0.467,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 80.2,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"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": "very_high",
"forecast_pre... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.234
} | {
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"annualized_revenue_impact_usd": -346694,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 432641,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -0.57,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.56
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.415,
"capital_availability": 0.206,
"demand_pressure": 0.305,
"entitlement_friction": 0.714,
"labor_shortage": 0.953,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100486",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:40:00Z",
"trace_id": "a10bca55-0da3-4d71-b41e-e8d320fd8a5a"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.402,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.2,
"battery_mwh": 7.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-181355BC89",
"grid_service_limit_mw": 12.5,
"gross_sqft": 414102,
"infill_site": false,
"lease_expiry_months": 38,
"occup... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.168,
"nearby_nodes": 6,
"network_redundancy_score": 0.813,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.4,
"dock_utilization_pct": 87,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 1.77,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.599
} | {
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"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 57.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.23
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.235,
"demand_pressure": 0.759,
"entitlement_friction": 0.168,
"labor_shortage": 0.984,
"portfolio_tightness": 0.312,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-100487",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:17:00Z",
"trace_id": "977fa147-a217-4e70-aca9-c1b3f1155088"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.163,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.58,
"battery_mwh": 5.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-CBD88DBD00",
"grid_service_limit_mw": 15.38,
"gross_sqft": 162691,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.07,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.3,
"nearby_nodes": 3,
"network_redundancy_score": 0.876,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.34
} | {
"annualized_noi_impact_usd": -28176,
"annualized_revenue_impact_usd": -47892,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 662326,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -0.08,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.17
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.442,
"capital_availability": 0.07,
"demand_pressure": 0.556,
"entitlement_friction": 0.3,
"labor_shortage": 0.893,
"portfolio_tightness": 0.505,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-100488",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:51:00Z",
"trace_id": "138289dc-6337-49d7-b221-6598f4058df1"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.093,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.434,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.48,
"battery_mwh": 9.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-FA2E437176",
"grid_service_limit_mw": 15.73,
"gross_sqft": 753674,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.51,
"nearby_nodes": 2,
"network_redundancy_score": 0.516,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 44... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": 1.02,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -106518,
"annualized_revenue_impact_usd": -162667,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 426015,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.01
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.78,
"capital_availability": 0.188,
"demand_pressure": 0.548,
"entitlement_friction": 0.51,
"labor_shortage": 0.83,
"portfolio_tightness": 0.372,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-100489",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "8e66f0ab-7a00-4423-87fc-8f3ccc007d64"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.112,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 1.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-DF80B01D59",
"grid_service_limit_mw": 15.43,
"gross_sqft": 1221609,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.779,
"nearby_nodes": 4,
"network_redundancy_score": 0.316,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 82.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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",
"fore... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -323584,
"annualized_revenue_impact_usd": -552648,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 620299,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -1.88,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.79
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.334,
"demand_pressure": 0.458,
"entitlement_friction": 0.779,
"labor_shortage": 0.913,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100490",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:00:00Z",
"trace_id": "34579c9c-7f3b-417e-a225-ca7b3b699852"
} | {
"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": "power_constraint",
"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"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.006,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.224,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.28,
"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-5A037F81EB",
"grid_service_limit_mw": 24.61,
"gross_sqft": 1516099,
"infill_site": true,
"lease_expiry_months": 50,
"oc... | {
"capital_availability": 0.171,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.499,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.119,
"nearby_nodes": 4,
"network_redundancy_score": 0.624,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.5,
"dock_utilization_pct": 77.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.867,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.14... | {
"annualized_noi_impact_usd": -403108,
"annualized_revenue_impact_usd": -532320,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 576166,
"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -1.66,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.32
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.171,
"demand_pressure": 0.199,
"entitlement_friction": 0.119,
"labor_shortage": 0.605,
"portfolio_tightness": 0.494,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-100491",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "5d3ef4ff-c727-44ee-bfdc-31c3ed4f8a21"
} | {
"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,
"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": -0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 3.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-0578B4AF84",
"grid_service_limit_mw": 17.74,
"gross_sqft": 1424225,
"infill_site": false,
"lease_expiry_months": 31,... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.206,
"nearby_nodes": 5,
"network_redundancy_score": 0.51,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 78.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": -0.31,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -193247,
"annualized_revenue_impact_usd": -268547,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 263914,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.78
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.531,
"demand_pressure": 0.266,
"entitlement_friction": 0.206,
"labor_shortage": 0.607,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100492",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "b8956362-5f40-468c-a839-18a63803bb3f"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.186,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.077,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.65,
"battery_mwh": 7.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-4ED29A89D2",
"grid_service_limit_mw": 18.36,
"gross_sqft": 751567,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.728,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.362,
"nearby_nodes": 3,
"network_redundancy_score": 0.802,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 593082,... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -55216,
"annualized_revenue_impact_usd": -78974,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 658311,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -1.07,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.57
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.224,
"capital_availability": 0.728,
"demand_pressure": 0.336,
"entitlement_friction": 0.362,
"labor_shortage": 0.845,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-100493",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:43:00Z",
"trace_id": "13877c85-48c8-4657-b49c-8d0b1634f572"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.5,
"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": 0.022,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.4,
"seasonality": 0.74,
"service_level_ta... | {
"automation_penetration": 0.35,
"battery_mwh": 8.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-00F2955690",
"grid_service_limit_mw": 19.9,
"gross_sqft": 500614,
"infill_site": true,
"lease_expiry_months": 47,
"... | {
"capital_availability": 0.63,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.257,
"nearby_nodes": 7,
"network_redundancy_score": 0.445,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 797925,
... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.621,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -32702,
"annualized_revenue_impact_usd": -42305,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 423592,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": 0.09,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.67
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.53
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.682,
"capital_availability": 0.63,
"demand_pressure": 0.342,
"entitlement_friction": 0.257,
"labor_shortage": 0.516,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-100494",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "d84be754-dfe9-4626-9cf0-8e5c5c99aa4a"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.016,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.82,
"battery_mwh": 9.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-9783EDF6CA",
"grid_service_limit_mw": 12.41,
"gross_sqft": 832718,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.021,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.694,
"nearby_nodes": 2,
"network_redundancy_score": 0.766,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 85.5,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -291446,
"annualized_revenue_impact_usd": -492898,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 655223,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.86,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.55
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.41
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.659,
"capital_availability": 0.021,
"demand_pressure": 0.601,
"entitlement_friction": 0.694,
"labor_shortage": 0.907,
"portfolio_tightness": 0.615,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100495",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "e261ba4f-a562-4b1d-a522-180c0f187749"
} | {
"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": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.32,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.214,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 4.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-EBCC679641",
"grid_service_limit_mw": 7.09,
"gross_sqft": 1320361,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.929,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.516,
"nearby_nodes": 4,
"network_redundancy_score": 0.719,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 74... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 2.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 4.96,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 700757,
"annualized_revenue_impact_usd": 900620,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 505266,
"expansion_capture_probability_post_event": 0.622,
"lease_rate_change_pct": 3.62,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.21
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.32
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.198,
"capital_availability": 0.929,
"demand_pressure": 0.734,
"entitlement_friction": 0.516,
"labor_shortage": 0.666,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100496",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:25:00Z",
"trace_id": "8ff1b426-a20e-4642-bccc-e0158641ce74"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.425,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.219,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.25,
"battery_mwh": 3.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-1683FDD233",
"grid_service_limit_mw": 11.64,
"gross_sqft": 470898,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.286,
"nearby_nodes": 3,
"network_redundancy_score": 0.812,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.652... | {
"annualized_noi_impact_usd": 25486,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.097,
"demand_pressure": 0.632,
"entitlement_friction": 0.286,
"labor_shortage": 0.9,
"portfolio_tightness": 0.539,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100497",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:23:00Z",
"trace_id": "c323d217-0cbd-4d1c-9d91-d6730a239f9f"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.22,
"battery_mwh": 9.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-3DD8F98D6B",
"grid_service_limit_mw": 24.53,
"gross_sqft": 1188672,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.196,
"nearby_nodes": 8,
"network_redundancy_score": 0.318,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -175690,
"annualized_revenue_impact_usd": -233927,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 432765,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": 0.15,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.54
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0.366,
"demand_pressure": 0.367,
"entitlement_friction": 0.196,
"labor_shortage": 0.668,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-100498",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:31:00Z",
"trace_id": "7aeee904-6659-4ddb-9bc6-14e91284daf3"
} | {
"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": 8.7,
"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": 0.25,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.21,
"battery_mwh": 11.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-8102CD4E91",
"grid_service_limit_mw": 16.07,
"gross_sqft": 634480,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.62,
"nearby_nodes": 6,
"network_redundancy_score": 0.634,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": -4735,
"annualized_revenue_impact_usd": -7025,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 575890,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.16
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.436,
"demand_pressure": 0.611,
"entitlement_friction": 0.62,
"labor_shortage": 0.741,
"portfolio_tightness": 0.5,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100499",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:20:00Z",
"trace_id": "c160a81d-5130-4b27-804d-b0229bbfc498"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": false,
"growth_rate": 0.3,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.8,
"battery_mwh": 3.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-F4B93BD3CD",
"grid_service_limit_mw": 13.06,
"gross_sqft": 887169,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.517,
"nearby_nodes": 6,
"network_redundancy_score": 0.485,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 120309,
"annualized_revenue_impact_usd": 193300,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 388755,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 2.29,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.02
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.39
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.703,
"capital_availability": 0.329,
"demand_pressure": 0.548,
"entitlement_friction": 0.517,
"labor_shortage": 0.719,
"portfolio_tightness": 0.6,
"p... |
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