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": 0.795,
"id": "FORGE-100200",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:34:00Z",
"trace_id": "454196f1-bc47-4e4a-9e5f-dc0ca24d12b5"
} | {
"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": 7.4,
"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": 0.173,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.302,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.47,
"battery_mwh": 1.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-68B6BC6BD9",
"grid_service_limit_mw": 18.86,
"gross_sqft": 1051415,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.414,
"nearby_nodes": 4,
"network_redundancy_score": 0.425,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"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": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.403
} | {
"annualized_noi_impact_usd": -17324,
"annualized_revenue_impact_usd": -23004,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 549158,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": -1.04,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.63
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.7
},
{
"action": "defe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.76,
"capital_availability": 0.611,
"demand_pressure": 0.373,
"entitlement_friction": 0.414,
"labor_shortage": 0.664,
"portfolio_tightness": 0.535,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-100201",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "51a7561a-705a-438f-a487-9b4e91d8ddc6"
} | {
"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": "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": true,
"growth_rate": 0.215,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.035,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 1.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-29746F008A",
"grid_service_limit_mw": 15.21,
"gross_sqft": 1026046,
"infill_site": false,
"lease_expiry_months": 38,... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.559,
"nearby_nodes": 2,
"network_redundancy_score": 0.556,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_p... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.447
} | {
"annualized_noi_impact_usd": 1658,
"annualized_revenue_impact_usd": 2777,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 652213,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": -0.28,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.21
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.04
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.233,
"capital_availability": 0.562,
"demand_pressure": 0.515,
"entitlement_friction": 0.559,
"labor_shortage": 0.876,
"portfolio_tightness": 0.606,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-100202",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:27:00Z",
"trace_id": "1d8d8076-a1d3-48f1-be7a-8cd3091a19f1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.209,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.41,
"battery_mwh": 5.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-9F543A4DDF",
"grid_service_limit_mw": 16.64,
"gross_sqft": 1101855,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.547,
"nearby_nodes": 6,
"network_redundancy_score": 0.535,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -2442,
"annualized_revenue_impact_usd": -3954,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 535851,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.86
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.681,
"capital_availability": 0.54,
"demand_pressure": 0.6,
"entitlement_friction": 0.547,
"labor_shortage": 0.594,
"portfolio_tightness": 0.411,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-100203",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:41:00Z",
"trace_id": "bc08df1b-a8fe-4b44-8b97-32caa281c035"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": true,
"growth_rate": 0.383,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.364,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.56,
"battery_mwh": 8.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 28,
"facility_id": "FAC-4F74321DD9",
"grid_service_limit_mw": 22.43,
"gross_sqft": 281370,
"infill_site": true,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.154,
"nearby_nodes": 6,
"network_redundancy_score": 0.769,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 754977... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 85.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.2,
"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": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.8,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.653
} | {
"annualized_noi_impact_usd": 46199,
"annualized_revenue_impact_usd": 66233,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 453945,
"expansion_capture_probability_post_event": 0.61,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.28
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.467,
"capital_availability": 0.595,
"demand_pressure": 0.648,
"entitlement_friction": 0.154,
"labor_shortage": 0.563,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-100204",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "69b12b13-3e8e-422a-aab8-5bf607137557"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.062,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.488,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.18,
"battery_mwh": 2.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-D5EC731699",
"grid_service_limit_mw": 16.41,
"gross_sqft": 629892,
"infill_site": false,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.101,
"nearby_nodes": 3,
"network_redundancy_score": 0.644,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": -0.49,
"tenant_expansion_probability": 0.139... | {
"annualized_noi_impact_usd": -160057,
"annualized_revenue_impact_usd": -255085,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 560355,
"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -2.92,
"occupancy_shift": -0.025,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.79
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.49
},
{
"action": "rebalance_carrier_mix",
... | {
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"demand_pressure": 0.313,
"entitlement_friction": 0.101,
"labor_shortage": 0.554,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-100205",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "4a1cf7c0-3bdb-4602-976f-c423722d120e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Service_Window_Compression",
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.49,
"service_level_target"... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-D43AA09ECF",
"grid_service_limit_mw": 12.26,
"gross_sqft": 450198,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.471,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
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"dock_utilization_pct": 83.3,
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"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"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",
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"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.55,
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} | {
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"lease_rate_change_pct": -0.25,
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"service_penalty_ris... | {
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{
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"score": 38.26
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.5
},
{
"action": "secure_pop_up_cap... | {
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"labor_shortage": 0.941,
"portfolio_tightness": 0.694,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-100206",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:16:00Z",
"trace_id": "bc389a8c-df64-430c-86b8-af16b265865a"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-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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"risk_of_churn": 0.177,
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"service_level_target"... | {
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"gross_sqft": 1394076,
"infill_site": false,
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"oc... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"power_load_pct_of_service_limit": 91.8,
"reefer_temp_delta_c": 0.9,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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"score": 36.12
},
{
"action": "offer... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100207",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:16:00Z",
"trace_id": "c7011dc4-72cd-4cca-b7cf-55d077081acd"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
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"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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"retention_priority": "standard",
"risk_of_churn": 0.487,
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"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
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} | {
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"score": 34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.83
},
{
"action": "defer_noncritica... | {
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"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "81a7ad6f-4876-4fd0-8189-aa5460c41fec"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"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": 0.107,
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"service_level_target": ... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 8.27,
"gross_sqft": 970035,
"infill_site": false,
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... | {
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"network_redundancy_score": 0.379,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fi... | {
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"rent_growth_30d_pct": 5.11,
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} | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.95
},
{
"action": "rebalance_carrier_mix",
"r... | {
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"labor_shortage": 0.729,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-100209",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "0776f26f-3d32-42df-b72f-545a3be01b4c"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.367,
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"service_level_targe... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-DC1A310411",
"grid_service_limit_mw": 11.2,
"gross_sqft": 707889,
"infill_site": false,
"lease_expiry_months": 59,
"occu... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 519... | [
{
"appointment_fill_pct": 80.8,
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"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": -0.9,
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} | {
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"lease_rate_change_pct": -3.78,
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.33
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.766,
"capital_availability": 0.279,
"demand_pressure": 0.395,
"entitlement_friction": 0.112,
"labor_shortage": 0.963,
"portfolio_tightness": 0.394,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-100210",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:42:00Z",
"trace_id": "30e71725-f66d-415b-b588-a45727335228"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"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": 0.234,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.168,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.69,
"battery_mwh": 2.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-5455EF4901",
"grid_service_limit_mw": 20.05,
"gross_sqft": 1009714,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.495,
"nearby_nodes": 5,
"network_redundancy_score": 0.745,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 85.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 85680,
"annualized_revenue_impact_usd": 116002,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 509265,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.37
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.529,
"demand_pressure": 0.615,
"entitlement_friction": 0.495,
"labor_shortage": 0.657,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-100211",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "ee5aa170-a1f3-4f74-a320-bd6e8f0bd75d"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.041,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.71,
"battery_mwh": 11.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-EBF06AB7E4",
"grid_service_limit_mw": 18.59,
"gross_sqft": 642191,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.29,
"nearby_nodes": 3,
"network_redundancy_score": 0.401,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -70753,
"annualized_revenue_impact_usd": -114436,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 402285,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -0.39,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.02
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.611,
"demand_pressure": 0.468,
"entitlement_friction": 0.29,
"labor_shortage": 0.564,
"portfolio_tightness": 0.531,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-100212",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:48:00Z",
"trace_id": "ed9c97c7-4292-4f99-9c8a-c7cce4088335"
} | {
"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": 8.6,
"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": 0.192,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.452,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.63,
"battery_mwh": 3.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-7064B52CD7",
"grid_service_limit_mw": 27.44,
"gross_sqft": 503892,
"infill_site": true,
"lease_expiry_months": 71,
"... | {
"capital_availability": 0.184,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.103,
"nearby_nodes": 4,
"network_redundancy_score": 0.823,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 81,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.2,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 0.44,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": -42664,
"annualized_revenue_impact_usd": -66404,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 636173,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -1.73,
"occupancy_shift": -0.02,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.184,
"demand_pressure": 0.38,
"entitlement_friction": 0.103,
"labor_shortage": 0.838,
"portfolio_tightness": 0.547,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-100213",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:29:00Z",
"trace_id": "6db25a9c-ff5d-4bb6-b350-21baebdd357e"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.32,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.6,
"battery_mwh": 11.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-B6099328DD",
"grid_service_limit_mw": 23.72,
"gross_sqft": 650427,
"infill_site": true,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.206,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.467,
"nearby_nodes": 6,
"network_redundancy_score": 0.316,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.562
} | {
"annualized_noi_impact_usd": 43700,
"annualized_revenue_impact_usd": 58572,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 452774,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.44
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.206,
"demand_pressure": 0.645,
"entitlement_friction": 0.467,
"labor_shortage": 1,
"portfolio_tightness": 0.464,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-100214",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:50:00Z",
"trace_id": "32b9be95-33bc-4852-97d2-803a0f2d1194"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.276,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.207,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.74,
"battery_mwh": 3.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-A7DD813AB7",
"grid_service_limit_mw": 17.8,
"gross_sqft": 1194071,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.756,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.566,
"nearby_nodes": 2,
"network_redundancy_score": 0.863,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 728918... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.569... | {
"annualized_noi_impact_usd": 126529,
"annualized_revenue_impact_usd": 212676,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 516690,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.64
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.26
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.269,
"capital_availability": 0.756,
"demand_pressure": 0.598,
"entitlement_friction": 0.566,
"labor_shortage": 0.527,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-100215",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:49:00Z",
"trace_id": "e15811c2-c9f9-4681-bc9c-5150e89bd6c8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.45,
"battery_mwh": 6.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-B56B8CB08B",
"grid_service_limit_mw": 16.04,
"gross_sqft": 1079973,
"infill_site": false,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.234,
"nearby_nodes": 2,
"network_redundancy_score": 0.691,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 130477... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 77.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": -1.27,
"rent_growth_90d_pct": -2.12,
"tenant_expansion_probability": 0.099
} | {
"annualized_noi_impact_usd": -338645,
"annualized_revenue_impact_usd": -560028,
"cap_rate_pressure_pct": -0.39,
"decision_horizon_days": 30,
"estimated_capex_usd": 644675,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.85,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.69
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.55
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.88,
"capital_availability": 0.255,
"demand_pressure": 0.259,
"entitlement_friction": 0.234,
"labor_shortage": 0.866,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-100216",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:52:00Z",
"trace_id": "4a9675ce-2172-416a-83a6-27aeef7d6df1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"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": 0.162,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.149,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 7.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-87749D151B",
"grid_service_limit_mw": 13.53,
"gross_sqft": 508772,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.307,
"nearby_nodes": 5,
"network_redundancy_score": 0.448,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 209453... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -17099,
"annualized_revenue_impact_usd": -25636,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 361236,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 22.88
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.531,
"capital_availability": 0.303,
"demand_pressure": 0.408,
"entitlement_friction": 0.307,
"labor_shortage": 0.541,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-100217",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "3f0671aa-e654-4f6f-af6b-7edc4ced9dd5"
} | {
"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": 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": 0.239,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.238,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 9.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-EA204256B5",
"grid_service_limit_mw": 11.01,
"gross_sqft": 1023537,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.399,
"nearby_nodes": 5,
"network_redundancy_score": 0.359,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 62703,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 508531,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.53
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.602,
"demand_pressure": 0.538,
"entitlement_friction": 0.399,
"labor_shortage": 0.864,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100218",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "562bb0d5-04cb-4326-9bf3-c5e74e7ed7a9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"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": 0.295,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.245,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.19,
"battery_mwh": 5.9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-6A17F7DD48",
"grid_service_limit_mw": 16.33,
"gross_sqft": 1327336,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.64,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.367,
"nearby_nodes": 5,
"network_redundancy_score": 0.332,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 217365,
"annualized_revenue_impact_usd": 342768,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 336959,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.41
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.04
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.64,
"demand_pressure": 0.537,
"entitlement_friction": 0.367,
"labor_shortage": 0.703,
"portfolio_tightness": 0.416,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100219",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:00:00Z",
"trace_id": "2b018298-0b0c-4239-a2fd-bd09754e5742"
} | {
"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": 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": -0.007,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.093,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.8,
"battery_mwh": 5.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-2E6D6693BF",
"grid_service_limit_mw": 14.02,
"gross_sqft": 1403100,
"infill_site": true,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.299,
"nearby_nodes": 5,
"network_redundancy_score": 0.389,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -83987,
"annualized_revenue_impact_usd": -112483,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 401093,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.79
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.549,
"capital_availability": 0.397,
"demand_pressure": 0.447,
"entitlement_friction": 0.299,
"labor_shortage": 0.875,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100220",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "a22a58c3-d41b-43b5-a199-ed4da095404c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.425,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.237,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.65,
"battery_mwh": 8.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-9125CCFD42",
"grid_service_limit_mw": 13.71,
"gross_sqft": 679516,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.475,
"nearby_nodes": 4,
"network_redundancy_score": 0.38,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 46... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 88.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"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": "high",
"forecas... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 105321,
"annualized_revenue_impact_usd": 177021,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 373674,
"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.566,
"demand_pressure": 0.807,
"entitlement_friction": 0.475,
"labor_shortage": 0.545,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-100221",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "db69e6df-d6c0-4fd8-b266-2c65661fad51"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.023,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.36,
"battery_mwh": 10.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 130,
"facility_id": "FAC-826D3B539A",
"grid_service_limit_mw": 18.11,
"gross_sqft": 1300715,
"infill_site": false,
"lease_expiry_months": 70,
"o... | {
"capital_availability": 0.027,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.712,
"nearby_nodes": 5,
"network_redundancy_score": 0.581,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 134... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 77.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.45,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": -1.64,
"rent_growth_90d_pct": -1.09,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -483274,
"annualized_revenue_impact_usd": -690343,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 45,
"estimated_capex_usd": 759133,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.58,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.97
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.15
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.027,
"demand_pressure": 0.236,
"entitlement_friction": 0.712,
"labor_shortage": 0.722,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100222",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:41:00Z",
"trace_id": "96f53802-0485-4583-bff6-b99a3283bc95"
} | {
"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": "power_constraint",
"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": true,
"growth_rate": 0.414,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.55,
"battery_mwh": 7.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-F276D82CC7",
"grid_service_limit_mw": 23.86,
"gross_sqft": 928580,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.919,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.567,
"nearby_nodes": 3,
"network_redundancy_score": 0.791,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2163577... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 62.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.664,
"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": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.727
} | {
"annualized_noi_impact_usd": 178720,
"annualized_revenue_impact_usd": 242238,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 585690,
"expansion_capture_probability_post_event": 0.684,
"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.78
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.41
},
{
"action": "monitor_and_stage",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.187,
"capital_availability": 0.919,
"demand_pressure": 0.56,
"entitlement_friction": 0.567,
"labor_shortage": 0.431,
"portfolio_tightness": 0.42,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100223",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:40:00Z",
"trace_id": "e04a8584-dbd9-4e8e-a886-042add309201"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.003,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.165,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.42,
"battery_mwh": 5.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-B931E5F4BC",
"grid_service_limit_mw": 14.42,
"gross_sqft": 612509,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.284,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.221,
"nearby_nodes": 7,
"network_redundancy_score": 0.481,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 955706... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": -0.63,
"rent_growth_90d_pct": -1.02,
"tenant_expansion_probability": 0.153
... | {
"annualized_noi_impact_usd": -83062,
"annualized_revenue_impact_usd": -138191,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 343416,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -3.02,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.63
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.856,
"capital_availability": 0.284,
"demand_pressure": 0.362,
"entitlement_friction": 0.221,
"labor_shortage": 0.637,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100224",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "fb0e9483-2f4d-4cb9-832f-e281674167a4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.386,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.69,
"battery_mwh": 9.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-38EF141D87",
"grid_service_limit_mw": 11.87,
"gross_sqft": 759633,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.129,
"nearby_nodes": 6,
"network_redundancy_score": 0.53,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 42... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 135558,
"annualized_revenue_impact_usd": 176827,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 356880,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 4.01,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.07
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.564,
"demand_pressure": 0.758,
"entitlement_friction": 0.129,
"labor_shortage": 0.511,
"portfolio_tightness": 0.38,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100225",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:25:00Z",
"trace_id": "de21988a-e7da-4042-96e8-f9a969437350"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"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": 0.156,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.38,
"battery_mwh": 6.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-60841BF561",
"grid_service_limit_mw": 18.48,
"gross_sqft": 548109,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.49,
"nearby_nodes": 4,
"network_redundancy_score": 0.332,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 396... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 48756,
"annualized_revenue_impact_usd": 70321,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 505350,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.53
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.068,
"capital_availability": 0.543,
"demand_pressure": 0.58,
"entitlement_friction": 0.49,
"labor_shortage": 0.591,
"portfolio_tightness": 0.451,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-100226",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:14:00Z",
"trace_id": "9bb09c61-d3ff-4291-b092-df1261b1bc51"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.11,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.472,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.18,
"battery_mwh": 4.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 32,
"facility_id": "FAC-31B0565BC8",
"grid_service_limit_mw": 14.27,
"gross_sqft": 325098,
"infill_site": true,
"lease_expiry_months": 65,
"occup... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.521,
"nearby_nodes": 6,
"network_redundancy_score": 0.561,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -68949,
"annualized_revenue_impact_usd": -115784,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 627808,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -2.16,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.23
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.439,
"capital_availability": 0.461,
"demand_pressure": 0.419,
"entitlement_friction": 0.521,
"labor_shortage": 0.656,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100227",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "1f5df396-5556-49e4-8030-83bb1071f6f2"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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,
"growth_rate": 0.263,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.389,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.7,
"battery_mwh": 12.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-F402D26C58",
"grid_service_limit_mw": 16.28,
"gross_sqft": 1265614,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
"capital_availability": 0.266,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.288,
"nearby_nodes": 3,
"network_redundancy_score": 0.788,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 43... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 168015,
"annualized_revenue_impact_usd": 235141,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 387752,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.21
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.4
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.507,
"capital_availability": 0.266,
"demand_pressure": 0.715,
"entitlement_friction": 0.288,
"labor_shortage": 0.472,
"portfolio_tightness": 0.312,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-100228",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "d835370e-b775-463d-a5c0-269dc41af402"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.33,
"battery_mwh": 3.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-F2EC7A724C",
"grid_service_limit_mw": 7.94,
"gross_sqft": 557001,
"infill_site": false,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.793,
"nearby_nodes": 3,
"network_redundancy_score": 0.427,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 56... | [
{
"appointment_fill_pct": 97.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 90.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.84,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.92,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.759
} | {
"annualized_noi_impact_usd": 228960,
"annualized_revenue_impact_usd": 374321,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 709130,
"expansion_capture_probability_post_event": 0.686,
"lease_rate_change_pct": 3.19,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.27
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.344,
"capital_availability": 0.435,
"demand_pressure": 0.838,
"entitlement_friction": 0.793,
"labor_shortage": 1,
"portfolio_tightness": 0.708,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.724,
"id": "FORGE-100229",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:10:00Z",
"trace_id": "06d726b9-9dc9-41d8-86f7-8c44fbffdb1b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.052,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.502,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.19,
"battery_mwh": 0.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-865E14F0B5",
"grid_service_limit_mw": 9.25,
"gross_sqft": 615797,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.289,
"nearby_nodes": 4,
"network_redundancy_score": 0.518,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.3,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.637,
"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": 2.95,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -27763,
"annualized_revenue_impact_usd": -44095,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 442917,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.3
},
{
"action": "monitor_and_st... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.476,
"demand_pressure": 0.343,
"entitlement_friction": 0.289,
"labor_shortage": 0.603,
"portfolio_tightness": 0.697,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-100230",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "772fd6a8-4255-4288-b639-f33d09983fd1"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.163,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.4,
"battery_mwh": 3.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-399681071A",
"grid_service_limit_mw": 23.6,
"gross_sqft": 935753,
"infill_site": true,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.319,
"nearby_nodes": 3,
"network_redundancy_score": 0.555,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 83.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 92.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.279
} | {
"annualized_noi_impact_usd": -148601,
"annualized_revenue_impact_usd": -232967,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 683725,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.97
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.502,
"capital_availability": 0.382,
"demand_pressure": 0.525,
"entitlement_friction": 0.319,
"labor_shortage": 0.626,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-100231",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "33e13ecb-b767-4214-8218-644d10607180"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.434,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 6.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 61,
"facility_id": "FAC-1F20AA65BB",
"grid_service_limit_mw": 10.23,
"gross_sqft": 613068,
"infill_site": false,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.769,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.485,
"nearby_nodes": 3,
"network_redundancy_score": 0.825,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9003... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 80.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.84,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 4.66,
"rent_growth_90d_pct": 7.09,
"tenant_expansion_probability": 0.742
} | {
"annualized_noi_impact_usd": 148838,
"annualized_revenue_impact_usd": 227756,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 657682,
"expansion_capture_probability_post_event": 0.663,
"lease_rate_change_pct": 4.82,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.27
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.17
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.33,
"demand_pressure": 0.622,
"entitlement_friction": 0.485,
"labor_shortage": 0.88,
"portfolio_tightness": 0.663,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100232",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:51:00Z",
"trace_id": "3a9e4ad2-fe41-4917-ad1a-3fb0edb78ad0"
} | {
"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,
"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": 0.009,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 8.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-1C0E1D01CE",
"grid_service_limit_mw": 7.81,
"gross_sqft": 447489,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.769,
"nearby_nodes": 3,
"network_redundancy_score": 0.689,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.6,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.172
} | {
"annualized_noi_impact_usd": -156425,
"annualized_revenue_impact_usd": -218274,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 688629,
"expansion_capture_probability_post_event": 0.049,
"lease_rate_change_pct": -2.65,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.88
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.548,
"capital_availability": 0.288,
"demand_pressure": 0.279,
"entitlement_friction": 0.769,
"labor_shortage": 0.871,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100233",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "5bcdbfb2-3926-4d1d-92df-f3e27e1e557b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.048,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.39,
"battery_mwh": 10.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-BA1012013D",
"grid_service_limit_mw": 10.9,
"gross_sqft": 1083441,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.506,
"nearby_nodes": 3,
"network_redundancy_score": 0.506,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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": 1.6,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": -0.86,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -239601,
"annualized_revenue_impact_usd": -329502,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 484293,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -1.94,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.97
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.96
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.496,
"capital_availability": 0.653,
"demand_pressure": 0.373,
"entitlement_friction": 0.506,
"labor_shortage": 0.668,
"portfolio_tightness": 0.322,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100234",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:23:00Z",
"trace_id": "aead7dbe-1632-491d-90d9-734d5229275d"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.243,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.13,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.38,
"battery_mwh": 4.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-58F99482BF",
"grid_service_limit_mw": 11.94,
"gross_sqft": 780453,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.277,
"nearby_nodes": 8,
"network_redundancy_score": 0.437,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.72,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.473
} | {
"annualized_noi_impact_usd": 19863,
"annualized_revenue_impact_usd": 29741,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 518991,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.45
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.162,
"demand_pressure": 0.5,
"entitlement_friction": 0.277,
"labor_shortage": 0.738,
"portfolio_tightness": 0.624,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100235",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:40:00Z",
"trace_id": "2e7efa62-cfda-4968-845f-515b813f5e23"
} | {
"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": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"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": 0.258,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 3.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-F0B57D0D91",
"grid_service_limit_mw": 8.14,
"gross_sqft": 699482,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.5,
"nearby_nodes": 5,
"network_redundancy_score": 0.462,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.198... | {
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"annualized_revenue_impact_usd": -158672,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 452445,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -1.77,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.14
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.455,
"entitlement_friction": 0.5,
"labor_shortage": 0.993,
"portfolio_tightness": 0.546,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-100236",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:52:00Z",
"trace_id": "0bb6fdb3-345f-49a6-bbd2-df05dfb6f35e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"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": -0.031,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.56,
"battery_mwh": 3.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-56772B517C",
"grid_service_limit_mw": 10.06,
"gross_sqft": 722088,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.078,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.215,
"nearby_nodes": 6,
"network_redundancy_score": 0.532,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 78.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": -0.94,
"rent_growth_90d_pct": -1.46,
"tenant_expansion_probability": 0.10... | {
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"annualized_revenue_impact_usd": -270750,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 428315,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.81,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 20.53
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.078,
"demand_pressure": 0.313,
"entitlement_friction": 0.215,
"labor_shortage": 0.547,
"portfolio_tightness": 0.317,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100237",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:35:00Z",
"trace_id": "fa5ee231-2260-4b0d-92a9-b658a0f22751"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.53,
"battery_mwh": 7.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-188B250029",
"grid_service_limit_mw": 22.3,
"gross_sqft": 308459,
"infill_site": true,
"lease_expiry_months": 10,
"... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.664,
"nearby_nodes": 5,
"network_redundancy_score": 0.494,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.464
} | {
"annualized_noi_impact_usd": 14248,
"annualized_revenue_impact_usd": 20579,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 542820,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.72
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.526,
"demand_pressure": 0.646,
"entitlement_friction": 0.664,
"labor_shortage": 0.74,
"portfolio_tightness": 0.574,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-100238",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:13:00Z",
"trace_id": "81d176f7-e946-4ea8-90e8-891a910f37c0"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.013,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.48,
"battery_mwh": 8.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-4B0E5121B5",
"grid_service_limit_mw": 16.04,
"gross_sqft": 1104375,
"infill_site": false,
"lease_expiry_months": 28,... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.387,
"nearby_nodes": 6,
"network_redundancy_score": 0.475,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 800909,
... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 77.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 60.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.639,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -85804,
"annualized_revenue_impact_usd": -127444,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 575418,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.58
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.13
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.122,
"capital_availability": 0.535,
"demand_pressure": 0.225,
"entitlement_friction": 0.387,
"labor_shortage": 0.725,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-100239",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:01:00Z",
"trace_id": "61516ce3-db14-4c11-a3b6-558b1134c3bf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.245,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.113,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.46,
"battery_mwh": 8.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-DAD84C4C48",
"grid_service_limit_mw": 17.03,
"gross_sqft": 1323046,
"infill_site": true,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.722,
"nearby_nodes": 6,
"network_redundancy_score": 0.444,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 172357... | [
{
"appointment_fill_pct": 76,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 81.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": -0.45,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -55772,
"annualized_revenue_impact_usd": -76316,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 643453,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -0.47,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.59
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.49
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.719,
"capital_availability": 0.112,
"demand_pressure": 0.439,
"entitlement_friction": 0.722,
"labor_shortage": 0.794,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100240",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:51:00Z",
"trace_id": "3ae4d546-9121-4113-a848-9d9720bb09b1"
} | {
"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": 8.8,
"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": 0.239,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.27,
"battery_mwh": 8.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-79216DEB43",
"grid_service_limit_mw": 17,
"gross_sqft": 1129014,
"infill_site": false,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.454,
"nearby_nodes": 3,
"network_redundancy_score": 0.77,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 96... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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_pres... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 0.09,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": -205521,
"annualized_revenue_impact_usd": -301884,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 562692,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -1.84,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.43
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.712,
"demand_pressure": 0.514,
"entitlement_friction": 0.454,
"labor_shortage": 0.796,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100241",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:33:00Z",
"trace_id": "81d73f0e-8743-4ae3-ac48-60043b578280"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.221,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 6.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-B19A02CF80",
"grid_service_limit_mw": 21.41,
"gross_sqft": 1214608,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
"capital_availability": 0.264,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.448,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.313,
"nearby_nodes": 7,
"network_redundancy_score": 0.814,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2069740... | [
{
"appointment_fill_pct": 90.1,
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"dock_utilization_pct": 84.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.418
} | {
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"annualized_revenue_impact_usd": 1931,
"cap_rate_pressure_pct": -0.03,
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"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.007,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.62
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.264,
"demand_pressure": 0.616,
"entitlement_friction": 0.313,
"labor_shortage": 1,
"portfolio_tightness": 0.365,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-100242",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "ab704ad4-5796-448f-8b99-473078e45996"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.26,
"battery_mwh": 1.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-902C4CC4F2",
"grid_service_limit_mw": 12.38,
"gross_sqft": 1114543,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.901,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.571,
"nearby_nodes": 4,
"network_redundancy_score": 0.817,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 69... | [
{
"appointment_fill_pct": 90,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.998,
"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.503... | {
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"annualized_revenue_impact_usd": 169296,
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"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 1.09,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.05
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.15
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.164,
"capital_availability": 0.901,
"demand_pressure": 0.769,
"entitlement_friction": 0.571,
"labor_shortage": 0.42,
"portfolio_tightness": 0.39,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-100243",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:01:00Z",
"trace_id": "91053cb0-e055-4bb6-a70b-a8141da46c90"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.495,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.47,
"battery_mwh": 9.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-3FB2C5BB0C",
"grid_service_limit_mw": 27.28,
"gross_sqft": 760180,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.944,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.547,
"nearby_nodes": 2,
"network_redundancy_score": 0.815,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.7,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 4.48,
"rent_growth_90d_pct": 5.33,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -13975,
"annualized_revenue_impact_usd": -19996,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 716533,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.53
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.179,
"capital_availability": 0.944,
"demand_pressure": 0.667,
"entitlement_friction": 0.547,
"labor_shortage": 0.669,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100244",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:02:00Z",
"trace_id": "3a0a6e96-f28b-43b0-b159-8ee5c070ec3e"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 8.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-A0BF4BAE36",
"grid_service_limit_mw": 18.21,
"gross_sqft": 577549,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.154,
"nearby_nodes": 5,
"network_redundancy_score": 0.578,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 613627... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.264
} | {
"annualized_noi_impact_usd": -79299,
"annualized_revenue_impact_usd": -123792,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 377698,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -0.64,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.71
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.01
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.884,
"capital_availability": 0.105,
"demand_pressure": 0.515,
"entitlement_friction": 0.154,
"labor_shortage": 0.673,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-100245",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:04:00Z",
"trace_id": "21499ae6-fe43-48f1-8d57-c9d7c5797f8d"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.8,
"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": 0.442,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.076,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.64,
"battery_mwh": 10.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-97C2B61712",
"grid_service_limit_mw": 13.92,
"gross_sqft": 1314216,
"infill_site": false,
"lease_expiry_months": 71,
"o... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.717,
"nearby_nodes": 2,
"network_redundancy_score": 0.553,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 57.7,
"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.903,
"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": 1.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.564
} | {
"annualized_noi_impact_usd": 125159,
"annualized_revenue_impact_usd": 169990,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 778100,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.47
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.852,
"capital_availability": 0.098,
"demand_pressure": 0.985,
"entitlement_friction": 0.717,
"labor_shortage": 0.852,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-100246",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:41:00Z",
"trace_id": "bd135f53-a3e0-488b-8ea8-edaf5be680ce"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.196,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.66,
"battery_mwh": 5.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-BADF38CA9F",
"grid_service_limit_mw": 22.04,
"gross_sqft": 986148,
"infill_site": true,
"lease_expiry_months": 24,
"occup... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.482,
"nearby_nodes": 2,
"network_redundancy_score": 0.567,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 5.4,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": 68019,
"annualized_revenue_impact_usd": 108664,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 661070,
"expansion_capture_probability_post_event": 0.392,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.48
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.2,
"demand_pressure": 0.496,
"entitlement_friction": 0.482,
"labor_shortage": 0.751,
"portfolio_tightness": 0.559,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100247",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:05:00Z",
"trace_id": "872f39df-f782-4992-8924-f9de51a6e750"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.004,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.47,
"battery_mwh": 4.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-C5C83B228C",
"grid_service_limit_mw": 18.22,
"gross_sqft": 896862,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.553,
"nearby_nodes": 4,
"network_redundancy_score": 0.425,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": -0.4,
"rent_growth_90d_pct": -1.75,
"tenant_expansion_probability": 0.127... | {
"annualized_noi_impact_usd": -249780,
"annualized_revenue_impact_usd": -409302,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 45,
"estimated_capex_usd": 472511,
"expansion_capture_probability_post_event": 0.028,
"lease_rate_change_pct": -4.52,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.31
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.879,
"capital_availability": 0.458,
"demand_pressure": 0.365,
"entitlement_friction": 0.553,
"labor_shortage": 0.749,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-100248",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "c602767c-603e-418b-b07b-f8af5f3dd688"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.16,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.59,
"battery_mwh": 2.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-1E0CC15D36",
"grid_service_limit_mw": 9.67,
"gross_sqft": 767127,
"infill_site": false,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.736,
"nearby_nodes": 4,
"network_redundancy_score": 0.651,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 75.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.85,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": 3524,
"annualized_revenue_impact_usd": 5840,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 560987,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.2
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.45
},
{
"action": "ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.213,
"capital_availability": 0.431,
"demand_pressure": 0.389,
"entitlement_friction": 0.736,
"labor_shortage": 0.718,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100249",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "e99d8378-f13d-47d0-9e4f-d33233711a11"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"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": 0.439,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.74,
"battery_mwh": 5.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-5EB07267A2",
"grid_service_limit_mw": 13.16,
"gross_sqft": 994449,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.341,
"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1137640... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 87,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 31.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.77... | {
"annualized_noi_impact_usd": 271263,
"annualized_revenue_impact_usd": 412637,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 290293,
"expansion_capture_probability_post_event": 0.769,
"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.58
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.02
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.523,
"demand_pressure": 0.744,
"entitlement_friction": 0.341,
"labor_shortage": 0.437,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-100250",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:02:00Z",
"trace_id": "b4fc5ee5-fdc6-4328-a623-28a9ff5666f3"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.502,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.76,
"battery_mwh": 1.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-B8EDDFD6C6",
"grid_service_limit_mw": 19.25,
"gross_sqft": 399110,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.688,
"nearby_nodes": 2,
"network_redundancy_score": 0.714,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 84... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.644,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.393
} | {
"annualized_noi_impact_usd": -13530,
"annualized_revenue_impact_usd": -17449,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 629441,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.3
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.9
},
{
"action": "offer_preemptive_expansion_term_sheet... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.09,
"capital_availability": 0.669,
"demand_pressure": 0.385,
"entitlement_friction": 0.688,
"labor_shortage": 0.638,
"portfolio_tightness": 0.356,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100251",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:49:00Z",
"trace_id": "5bea2f0e-4222-485c-bfb7-841903e9f179"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_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": false,
"growth_rate": 0.074,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.3,
"battery_mwh": 2.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 150,
"facility_id": "FAC-37A8C34F29",
"grid_service_limit_mw": 18.9,
"gross_sqft": 1506522,
"infill_site": false,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.504,
"nearby_nodes": 6,
"network_redundancy_score": 0.745,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216193... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": -0.1,
"rent_growth_90d_pct": -0.61,
"tenant_expansion_probability": 0.197
} | {
"annualized_noi_impact_usd": -319793,
"annualized_revenue_impact_usd": -447747,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 566040,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -2.96,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.47
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.376,
"demand_pressure": 0.435,
"entitlement_friction": 0.504,
"labor_shortage": 0.58,
"portfolio_tightness": 0.403,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100252",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:19:00Z",
"trace_id": "321c5849-82eb-45f9-9484-22d5063760cb"
} | {
"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": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.67,
"battery_mwh": 5.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-614072D2E8",
"grid_service_limit_mw": 21.94,
"gross_sqft": 370250,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.719,
"nearby_nodes": 2,
"network_redundancy_score": 0.454,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": 2428,
"annualized_revenue_impact_usd": 3293,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 406455,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.023,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.93
},
{
"action": "delay_spec_development",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.656,
"capital_availability": 0.603,
"demand_pressure": 0.534,
"entitlement_friction": 0.719,
"labor_shortage": 0.502,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.723,
"id": "FORGE-100253",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:11:00Z",
"trace_id": "194d33c6-8bf2-4b29-a48b-92a6c050943e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.357,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.27,
"battery_mwh": 0.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-57C9A359C5",
"grid_service_limit_mw": 25.09,
"gross_sqft": 1140705,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.516,
"nearby_nodes": 8,
"network_redundancy_score": 0.77,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1678886... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.2,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.622
} | {
"annualized_noi_impact_usd": 154670,
"annualized_revenue_impact_usd": 245114,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 510027,
"expansion_capture_probability_post_event": 0.579,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.33
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.97
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.329,
"demand_pressure": 0.488,
"entitlement_friction": 0.516,
"labor_shortage": 0.449,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-100254",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "dc0e6be4-be07-4222-806e-a896b960b828"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.079,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.57,
"battery_mwh": 5.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-716F944AAF",
"grid_service_limit_mw": 21.98,
"gross_sqft": 418842,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.67,
"nearby_nodes": 6,
"network_redundancy_score": 0.481,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.142
} | {
"annualized_noi_impact_usd": -85945,
"annualized_revenue_impact_usd": -135212,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 487086,
"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -2.77,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.98
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.28
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.609,
"demand_pressure": 0.315,
"entitlement_friction": 0.67,
"labor_shortage": 0.601,
"portfolio_tightness": 0.514,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100255",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:52:00Z",
"trace_id": "0ec1239f-f825-4384-9453-05416d66a2a4"
} | {
"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": 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": 0.331,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.08,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 7.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-B011BC247D",
"grid_service_limit_mw": 8.3,
"gross_sqft": 1037202,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.281,
"nearby_nodes": 5,
"network_redundancy_score": 0.314,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate_p... | {
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"anomaly_score": 0.817,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.557
} | {
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"annualized_revenue_impact_usd": 147574,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 636080,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 0.16,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.94
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.43
},
{
"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": 0.408,
"demand_pressure": 0.586,
"entitlement_friction": 0.281,
"labor_shortage": 1,
"portfolio_tightness": 0.593,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100256",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:22:00Z",
"trace_id": "ad7f77e4-1cfb-4b67-84af-99c102e0f504"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.064,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 12.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-AC77343BA7",
"grid_service_limit_mw": 13.13,
"gross_sqft": 1160111,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.663,
"nearby_nodes": 4,
"network_redundancy_score": 0.685,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
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"anomaly_score": 0.8,
"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_pr... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.22... | {
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"annualized_revenue_impact_usd": -672139,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 700075,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -2.3,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.78
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.241,
"demand_pressure": 0.296,
"entitlement_friction": 0.663,
"labor_shortage": 1,
"portfolio_tightness": 0.604,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-100257",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "2b96317c-5856-4d43-85e6-fa5a59e11047"
} | {
"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": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
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"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.084,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 6.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-57B5835472",
"grid_service_limit_mw": 16.69,
"gross_sqft": 1380449,
"infill_site": false,
"lease_expiry_months": 9,
"oc... | {
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"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.331,
"nearby_nodes": 8,
"network_redundancy_score": 0.66,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1842... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 78.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_ra... | {
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"anomaly_score": 0.671,
"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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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -64225,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 669947,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": -1.81,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.24
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.93
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.8,
"demand_pressure": 0.266,
"entitlement_friction": 0.331,
"labor_shortage": 0.855,
"portfolio_tightness": 0.539,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100258",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "297e84e5-2988-42a9-8376-763be1df27cd"
} | {
"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": "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": false,
"growth_rate": 0.361,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 4.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 147,
"facility_id": "FAC-234F2FF261",
"grid_service_limit_mw": 8.25,
"gross_sqft": 1477864,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.364,
"nearby_nodes": 4,
"network_redundancy_score": 0.819,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 120... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 89710,
"annualized_revenue_impact_usd": 132991,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 754148,
"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 1.56,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.41
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.45
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.734,
"capital_availability": 0.242,
"demand_pressure": 0.527,
"entitlement_friction": 0.364,
"labor_shortage": 0.987,
"portfolio_tightness": 0.704,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100259",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "cbe73d85-9d17-4957-9451-f47638a24e31"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.106,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.42,
"battery_mwh": 9.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-B94EA19EFF",
"grid_service_limit_mw": 11.11,
"gross_sqft": 1384151,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.483,
"nearby_nodes": 6,
"network_redundancy_score": 0.724,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -395842,
"annualized_revenue_impact_usd": -592070,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 630492,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -0.96,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.31
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.757,
"capital_availability": 0.269,
"demand_pressure": 0.382,
"entitlement_friction": 0.483,
"labor_shortage": 1,
"portfolio_tightness": 0.696,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100260",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:55:00Z",
"trace_id": "19f1820b-0e30-49bb-b7e8-cb9588f3b712"
} | {
"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": 8.4,
"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": 0.393,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.52,
"battery_mwh": 8.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-BD979E49A8",
"grid_service_limit_mw": 13.16,
"gross_sqft": 1360828,
"infill_site": true,
"lease_expiry_months": 38,
"oc... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.391,
"nearby_nodes": 3,
"network_redundancy_score": 0.805,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 82639,
"annualized_revenue_impact_usd": 110705,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 535955,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.15
},
{
"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": 0.684,
"demand_pressure": 0.678,
"entitlement_friction": 0.391,
"labor_shortage": 0.684,
"portfolio_tightness": 0.316,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-100261",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:22:00Z",
"trace_id": "b2bd7894-4f13-4cb7-81fa-cd14b061ad16"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.316,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.329,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.53,
"battery_mwh": 11.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-3B88E2EEEC",
"grid_service_limit_mw": 16.63,
"gross_sqft": 802108,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.56,
"nearby_nodes": 3,
"network_redundancy_score": 0.534,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 39... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.5,
"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": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 5.32,
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} | {
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"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 53.43
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.53
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.283,
"demand_pressure": 0.661,
"entitlement_friction": 0.56,
"labor_shortage": 0.529,
"portfolio_tightness": 0.385,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100262",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "53743c94-a029-4d47-a947-aaa241c7c1d0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.001,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.315,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 0.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-DB900A56E6",
"grid_service_limit_mw": 10.11,
"gross_sqft": 750913,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.744,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.639,
"nearby_nodes": 6,
"network_redundancy_score": 0.354,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6858... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 77,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": -1.41,
"rent_growth_90d_pct": -1.11,
"tenant_expansion_probability": 0.143
} | {
"annualized_noi_impact_usd": -228010,
"annualized_revenue_impact_usd": -319314,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 601062,
"expansion_capture_probability_post_event": 0.041,
"lease_rate_change_pct": -4.11,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.67
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.308,
"capital_availability": 0.6,
"demand_pressure": 0.227,
"entitlement_friction": 0.639,
"labor_shortage": 0.744,
"portfolio_tightness": 0.332,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100263",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:03:00Z",
"trace_id": "c12f7c54-af3d-417c-8e14-0026c554571a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.332,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.24,
"battery_mwh": 3.75,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-14BFCDCF3A",
"grid_service_limit_mw": 16.31,
"gross_sqft": 703347,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.326,
"nearby_nodes": 8,
"network_redundancy_score": 0.657,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 96.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 4.85,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 70793,
"annualized_revenue_impact_usd": 109860,
"cap_rate_pressure_pct": 0.03,
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"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 3.49,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.4
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.578,
"demand_pressure": 0.931,
"entitlement_friction": 0.326,
"labor_shortage": 0.605,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-100264",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:19:00Z",
"trace_id": "6aa185f7-b3b2-4729-b363-27552dd8bd9e"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"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": 0.44,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.294,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.71,
"battery_mwh": 1.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-0F06ECCCB8",
"grid_service_limit_mw": 11.88,
"gross_sqft": 1252981,
"infill_site": false,
"lease_expiry_months": 36,... | {
"capital_availability": 0.142,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.718,
"nearby_nodes": 7,
"network_redundancy_score": 0.47,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1069... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 133484,
"annualized_revenue_impact_usd": 218074,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 773510,
"expansion_capture_probability_post_event": 0.519,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.64
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.142,
"demand_pressure": 0.649,
"entitlement_friction": 0.718,
"labor_shortage": 0.874,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-100265",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:32:00Z",
"trace_id": "17b37107-32f1-4825-a203-379d76976f38"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.197,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.483,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.22,
"battery_mwh": 10.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-8FBD6D5C8C",
"grid_service_limit_mw": 6.97,
"gross_sqft": 896742,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.61,
"nearby_nodes": 8,
"network_redundancy_score": 0.431,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9914... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.9,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.353
} | {
"annualized_noi_impact_usd": -227732,
"annualized_revenue_impact_usd": -349154,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 736589,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": 0.57,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.31
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.687,
"capital_availability": 0.65,
"demand_pressure": 0.468,
"entitlement_friction": 0.61,
"labor_shortage": 0.924,
"portfolio_tightness": 0.705,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-100266",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:40:00Z",
"trace_id": "5c1a02c4-6289-4026-b169-967dc53b9cb0"
} | {
"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": 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": 0.248,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.65,
"battery_mwh": 2.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-18248E84E7",
"grid_service_limit_mw": 13.34,
"gross_sqft": 1221100,
"infill_site": false,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.329,
"nearby_nodes": 7,
"network_redundancy_score": 0.767,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": -119305,
"annualized_revenue_impact_usd": -174154,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 518248,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 0.97,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.48
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.611,
"demand_pressure": 0.408,
"entitlement_friction": 0.329,
"labor_shortage": 0.831,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-100267",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:34:00Z",
"trace_id": "2b3beaf7-baf9-4aca-8ed6-67fa01c8ae0d"
} | {
"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": "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": "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": "high",
"risk_of_churn": 0.498,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.26,
"battery_mwh": 0.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-3D6474D237",
"grid_service_limit_mw": 17.85,
"gross_sqft": 1352274,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.278,
"nearby_nodes": 7,
"network_redundancy_score": 0.533,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"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": 1.56,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": -0.69,
"rent_growth_90d_pct": -1.79,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -259251,
"annualized_revenue_impact_usd": -415289,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 298960,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -3.63,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.15
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.45,
"demand_pressure": 0.428,
"entitlement_friction": 0.278,
"labor_shortage": 0.59,
"portfolio_tightness": 0.309,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-100268",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:01:00Z",
"trace_id": "5e381ab4-0902-4a9d-b0cd-c7b60fffe062"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.005,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.34,
"battery_mwh": 12.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-6AA8D04475",
"grid_service_limit_mw": 23.83,
"gross_sqft": 940456,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.666,
"nearby_nodes": 4,
"network_redundancy_score": 0.715,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 185368... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 79,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": -0.81,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.154
} | {
"annualized_noi_impact_usd": -190626,
"annualized_revenue_impact_usd": -250371,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 629923,
"expansion_capture_probability_post_event": 0.053,
"lease_rate_change_pct": -2.76,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.92
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.81
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.484,
"capital_availability": 0.575,
"demand_pressure": 0.319,
"entitlement_friction": 0.666,
"labor_shortage": 0.79,
"portfolio_tightness": 0.384,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100269",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:03:00Z",
"trace_id": "d8b813da-43f9-4cef-8f08-0277e70dae26"
} | {
"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": "demand_pressure",
"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",
"expansion_request_open": true,
"growth_rate": 0.37,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.39,
"battery_mwh": 2.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-87653ED4A7",
"grid_service_limit_mw": 23.09,
"gross_sqft": 984013,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.515,
"nearby_nodes": 3,
"network_redundancy_score": 0.404,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.3,
"shift_fil... | {
"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": 2.55,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.9,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 5.45,
"tenant_expansion_probability": 0.699
} | {
"annualized_noi_impact_usd": 275989,
"annualized_revenue_impact_usd": 473769,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 484795,
"expansion_capture_probability_post_event": 0.665,
"lease_rate_change_pct": 4.4,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.75
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.93
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.167,
"capital_availability": 0.532,
"demand_pressure": 0.628,
"entitlement_friction": 0.515,
"labor_shortage": 0.45,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100270",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "7eafe7e5-7a40-4203-9288-fe9a73c9b53b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.2,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.259,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.67,
"battery_mwh": 12.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-0EFA4769EE",
"grid_service_limit_mw": 24.55,
"gross_sqft": 539529,
"infill_site": true,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.571,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.326,
"nearby_nodes": 7,
"network_redundancy_score": 0.706,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 369418... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": 13495,
"annualized_revenue_impact_usd": 22042,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 543334,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.6
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.9
},
{
"action": "esc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.571,
"demand_pressure": 0.445,
"entitlement_friction": 0.326,
"labor_shortage": 0.591,
"portfolio_tightness": 0.364,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100271",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:12:00Z",
"trace_id": "c22dcd36-640c-4eac-9702-59ba68368829"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.223,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.78,
"battery_mwh": 9.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-38F5B79B67",
"grid_service_limit_mw": 21.96,
"gross_sqft": 779619,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.547,
"nearby_nodes": 4,
"network_redundancy_score": 0.777,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.17,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 54299,
"annualized_revenue_impact_usd": 85065,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 626319,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.06
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.17
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.638,
"demand_pressure": 0.687,
"entitlement_friction": 0.547,
"labor_shortage": 0.592,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-100272",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:07:00Z",
"trace_id": "89a99834-cea7-49c3-8902-e2340aee7402"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.085,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.19,
"battery_mwh": 10.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-B4A8F90985",
"grid_service_limit_mw": 13.11,
"gross_sqft": 697459,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.241,
"nearby_nodes": 5,
"network_redundancy_score": 0.385,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 4.42,
"tenant_expansion_probability": 0.213
} | {
"annualized_noi_impact_usd": -182009,
"annualized_revenue_impact_usd": -281431,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 584130,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": 0.37,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0.386,
"demand_pressure": 0.409,
"entitlement_friction": 0.241,
"labor_shortage": 0.752,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-100273",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "089be268-108e-444d-9157-d6da3580d431"
} | {
"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": 8.2,
"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": 0.421,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.148,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.24,
"battery_mwh": 5.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-85FA214D18",
"grid_service_limit_mw": 19.27,
"gross_sqft": 1170167,
"infill_site": false,
"lease_expiry_months": 70,... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.379,
"nearby_nodes": 8,
"network_redundancy_score": 0.583,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 217... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.634... | {
"annualized_noi_impact_usd": 120984,
"annualized_revenue_impact_usd": 175537,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 580072,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 1.75,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.51
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.41,
"demand_pressure": 0.668,
"entitlement_friction": 0.379,
"labor_shortage": 0.555,
"portfolio_tightness": 0.375,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-100274",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "0088be25-296e-4bcd-acc0-dd9c44196e26"
} | {
"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": 8.3,
"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": 0.159,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.182,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.69,
"battery_mwh": 0.13,
"building_class": "class_a",
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"grid_service_limit_mw": 13.9,
"gross_sqft": 1143855,
"infill_site": false,
"lease_expiry_months": 60,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.37,
"nearby_nodes": 7,
"network_redundancy_score": 0.346,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "WMS_LINK",
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"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rat... | {
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"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 4.07,
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} | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.56
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.692,
"entitlement_friction": 0.37,
"labor_shortage": 0.804,
"portfolio_tightness": 0.466,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100275",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:41:00Z",
"trace_id": "73c495dd-2a97-4ac6-8018-c3d7a269304f"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-70B693A3BE",
"grid_service_limit_mw": 10.83,
"gross_sqft": 1002597,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.785,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 1.76,
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} | {
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"service_penalty_r... | {
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{
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"score": 32.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.13
},
{
"action": "lock_power_ca... | {
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"labor_shortage": 1,
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"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-100276",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "60cd9e49-5cfa-4bfc-aa88-26a9012d7964"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
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... | {
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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": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.61,
"service_level_target": 0... | {
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"grid_service_limit_mw": 12.22,
"gross_sqft": 1125645,
"infill_site": true,
"lease_expiry_months": 12,
"o... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
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"confidence_band": "high",
"forecast... | {
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 31.18
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{
"action": "secure_pop_up... | {
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"labor_shortage": 0.854,
"portfolio_tightness": 0.523,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:47:00Z",
"trace_id": "782e22f1-1139-4874-a8d7-9ebedd6071ef"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
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"authority_level": "site",
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... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.188,
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"ser... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-22E822077D",
"grid_service_limit_mw": 25.6,
"gross_sqft": 931525,
"infill_site": true,
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"... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_r... | {
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"confidence_band": "moderate",
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} | {
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{
"action": "activate_temp_labor",
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"score": 49.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.42
},
{
"action": "rebalance_carrie... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100278",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "c6e7bbae-a8a5-4bc6-831c-b474dc80aa9f"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
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... | {
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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": 0.22,
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"risk_of_churn": 0.329,
"seasonality": 0.74,
"service_... | {
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"grid_service_limit_mw": 27.09,
"gross_sqft": 491516,
"infill_site": true,
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... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"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_90d_pct": 3.4,
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} | {
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.88
},
{
... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100279",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "bd74f3a9-be6f-4d90-a46d-bffaada43c46"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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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"risk_of_churn": 0.173,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 11.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-35187E04CB",
"grid_service_limit_mw": 24.46,
"gross_sqft": 347464,
"infill_site": true,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.212,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.597,
"nearby_nodes": 6,
"network_redundancy_score": 0.445,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -3258,
"annualized_revenue_impact_usd": -5484,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 653537,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.94
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.24
},
{
"action": "secure_pop_up_capacity",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.212,
"demand_pressure": 0.541,
"entitlement_friction": 0.597,
"labor_shortage": 0.668,
"portfolio_tightness": 0.513,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-100280",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "cc7bc7b3-19ec-46f4-9c37-ce1538e5203d"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.245,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.33,
"battery_mwh": 4.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-339DA1C9A2",
"grid_service_limit_mw": 12.38,
"gross_sqft": 1168371,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.644,
"nearby_nodes": 2,
"network_redundancy_score": 0.462,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": 154207,
"annualized_revenue_impact_usd": 262510,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 551279,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.16
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.51
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.399,
"capital_availability": 0.362,
"demand_pressure": 0.769,
"entitlement_friction": 0.644,
"labor_shortage": 0.909,
"portfolio_tightness": 0.591,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100281",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:19:00Z",
"trace_id": "38fa3e60-6c42-4443-b028-a862c7c9bb63"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.362,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 5.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-F7AACFA97B",
"grid_service_limit_mw": 9.92,
"gross_sqft": 677833,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.236,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.466,
"nearby_nodes": 2,
"network_redundancy_score": 0.724,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fil... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 41366,
"annualized_revenue_impact_usd": 63999,
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"decision_horizon_days": 60,
"estimated_capex_usd": 497964,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.79
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.236,
"demand_pressure": 0.695,
"entitlement_friction": 0.466,
"labor_shortage": 0.965,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-100282",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "14878f51-3f93-4c9c-96ed-2d37cf06ea07"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.103,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.37,
"battery_mwh": 7.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-78D5D1CA7E",
"grid_service_limit_mw": 11.48,
"gross_sqft": 168486,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.486,
"nearby_nodes": 8,
"network_redundancy_score": 0.876,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.1,
"dock_utilization_pct": 91,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 4.85,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": 19815,
"annualized_revenue_impact_usd": 32278,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 2.56,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.44
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.353,
"demand_pressure": 0.902,
"entitlement_friction": 0.486,
"labor_shortage": 0.858,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100283",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:29:00Z",
"trace_id": "ea90ebbf-335f-4c17-9fdc-4ecf58df7692"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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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": 0.393,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 7.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-C2A7E2A1A4",
"grid_service_limit_mw": 13.3,
"gross_sqft": 1013924,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.986,
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"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.483,
"nearby_nodes": 4,
"network_redundancy_score": 0.879,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1177247,
... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": -72427,
"annualized_revenue_impact_usd": -100155,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 422059,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": 0.08,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.19
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.792,
"capital_availability": 0,
"demand_pressure": 0.543,
"entitlement_friction": 0.483,
"labor_shortage": 0.848,
"portfolio_tightness": 0.458,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100284",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:51:00Z",
"trace_id": "1c2eef7f-12a6-432f-8e91-4d3c0fd8585f"
} | {
"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": "Demand_Reallocation",
"exposure": "power_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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.095,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.443,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.32,
"battery_mwh": 3.44,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-8C2DD427F2",
"grid_service_limit_mw": 15.3,
"gross_sqft": 1518925,
"infill_site": true,
"lease_expiry_months": 8,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.701,
"nearby_nodes": 2,
"network_redundancy_score": 0.558,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21095... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 1.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": -0.89,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.237
... | {
"annualized_noi_impact_usd": -230187,
"annualized_revenue_impact_usd": -353871,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 444460,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.1
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.829,
"capital_availability": 0,
"demand_pressure": 0.328,
"entitlement_friction": 0.701,
"labor_shortage": 0.593,
"portfolio_tightness": 0.434,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100285",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:35:00Z",
"trace_id": "2ec1c723-b67a-49f1-b61e-45b6a68a63e5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.294,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.213,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.41,
"battery_mwh": 10.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-E5EBAEA0F8",
"grid_service_limit_mw": 13.29,
"gross_sqft": 749324,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.316,
"nearby_nodes": 7,
"network_redundancy_score": 0.708,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 123076... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 1,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": -86804,
"annualized_revenue_impact_usd": -123089,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": -0.68,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.12
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.381,
"demand_pressure": 0.496,
"entitlement_friction": 0.316,
"labor_shortage": 0.857,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-100286",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:59:00Z",
"trace_id": "6353537f-69e2-4a8e-bc2c-14cd86814369"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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",
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"growth_rate": 0.45,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 8.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-30CD38A02A",
"grid_service_limit_mw": 8.13,
"gross_sqft": 845578,
"infill_site": false,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.23,
"nearby_nodes": 3,
"network_redundancy_score": 0.666,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 183... | [
{
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"dock_utilization_pct": 88.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_90d_pct": 6.59,
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} | {
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"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 5.25,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.82
},
{
... | {
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"demand_pressure": 0.731,
"entitlement_friction": 0.23,
"labor_shortage": 1,
"portfolio_tightness": 0.725,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-100287",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:20:00Z",
"trace_id": "10df9344-dadf-4ee3-86c3-8a8a5adb82b6"
} | {
"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"
} | {
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"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"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": 7.5,
"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": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 9.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-A5DF1E10F8",
"grid_service_limit_mw": 19.05,
"gross_sqft": 609914,
"infill_site": true,
"lease_expiry_months": 71,
"occupa... | {
"capital_availability": 0.693,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.402,
"nearby_nodes": 7,
"network_redundancy_score": 0.561,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 493462... | [
{
"appointment_fill_pct": 72.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 78.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
"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": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.937,
"rent_growth_30d_pct": -0.24,
"rent_growth_90d_pct": -1.61,
"tenant_expansion_probabil... | {
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"expansion_capture_probability_post_event": 0.043,
"lease_rate_change_pct": -4.03,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.71
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.693,
"demand_pressure": 0.284,
"entitlement_friction": 0.402,
"labor_shortage": 0.534,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100288",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "02f64aff-a82e-433c-91ec-46cb8f8c19da"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.257,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 10.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-23A18F83F1",
"grid_service_limit_mw": 16.72,
"gross_sqft": 889319,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.123,
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"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.637,
"nearby_nodes": 4,
"network_redundancy_score": 0.718,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 70.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 76.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -2.39,
"rent_growth_90d_pct": -1.63,
"tenant_expansion_probability": 0.084
... | {
"annualized_noi_impact_usd": -289752,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.14,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.42
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.69
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.123,
"demand_pressure": 0.214,
"entitlement_friction": 0.637,
"labor_shortage": 1,
"portfolio_tightness": 0.317,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100289",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:50:00Z",
"trace_id": "0d14e0a8-4fcc-409c-a5d1-586a39fcb64f"
} | {
"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",
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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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"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": -0.032,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 3.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-F888DDE92B",
"grid_service_limit_mw": 17.64,
"gross_sqft": 611539,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.802,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.353,
"nearby_nodes": 5,
"network_redundancy_score": 0.363,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 76.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.2,
"shift_fill... | {
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"anomaly_score": 0.745,
"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": 1.88,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 0.87,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": -0.6,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -228069,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 568695,
"expansion_capture_probability_post_event": 0.023,
"lease_rate_change_pct": -3.78,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.15
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.51
},
{
"action": "rebalance_carrier_m... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.802,
"demand_pressure": 0.154,
"entitlement_friction": 0.353,
"labor_shortage": 0.693,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100290",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:11:00Z",
"trace_id": "9a928582-c63f-4ff0-932d-a34a9e9e8e29"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.115,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.284,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 5.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-49EB2E0D68",
"grid_service_limit_mw": 9.44,
"gross_sqft": 1338590,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.71,
"nearby_nodes": 7,
"network_redundancy_score": 0.836,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.5,
"shift_fill_... | {
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"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": -115075,
"annualized_revenue_impact_usd": -156266,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 665553,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.04
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 24.34
},
{
"action": "hold_service_lev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.617,
"demand_pressure": 0.327,
"entitlement_friction": 0.71,
"labor_shortage": 0.584,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-100291",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:36:00Z",
"trace_id": "0f7d22cc-a978-448c-9c33-6ca63469f7d8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.182,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.46,
"battery_mwh": 5.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-BB6016DA43",
"grid_service_limit_mw": 8.88,
"gross_sqft": 1333022,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.701,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.858,
"nearby_nodes": 4,
"network_redundancy_score": 0.377,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 81... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
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"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.253
} | {
"annualized_noi_impact_usd": -402477,
"annualized_revenue_impact_usd": -574098,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 587660,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -3.26,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.77
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.701,
"demand_pressure": 0.353,
"entitlement_friction": 0.858,
"labor_shortage": 0.759,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100292",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "8cf951a8-6730-4824-9eff-977c11c5c292"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"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": 0.381,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 9.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-0D6EF4BD45",
"grid_service_limit_mw": 8.85,
"gross_sqft": 648561,
"infill_site": true,
"lease_expiry_months": 30,
"occupa... | {
"capital_availability": 0.04,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.589,
"nearby_nodes": 4,
"network_redundancy_score": 0.312,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 86.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 4.62,
"tenant_expansion_probability": 0.542
} | {
"annualized_noi_impact_usd": 45313,
"annualized_revenue_impact_usd": 76394,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 739969,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.02
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.04,
"demand_pressure": 0.672,
"entitlement_friction": 0.589,
"labor_shortage": 0.799,
"portfolio_tightness": 0.62,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-100293",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "8eee4450-f6fc-4ea0-a363-18ae613da612"
} | {
"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": 8.1,
"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": 0.056,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.332,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.29,
"battery_mwh": 12.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-7DC19D53A7",
"grid_service_limit_mw": 21.72,
"gross_sqft": 638067,
"infill_site": true,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.773,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.517,
"nearby_nodes": 4,
"network_redundancy_score": 0.774,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -72626,
"annualized_revenue_impact_usd": -110536,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 449771,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.49
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.773,
"demand_pressure": 0.633,
"entitlement_friction": 0.517,
"labor_shortage": 0.657,
"portfolio_tightness": 0.444,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-100294",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "a914b819-4f2e-448e-89a7-8e7d00c2bab7"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.106,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.81,
"battery_mwh": 5.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-2751FCF5A6",
"grid_service_limit_mw": 18.32,
"gross_sqft": 318338,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.403,
"nearby_nodes": 5,
"network_redundancy_score": 0.326,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 80.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.62,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": -0.05,
"rent_growth_90d_pct": -1.15,
"tenant_expansion_probability": 0.212
} | {
"annualized_noi_impact_usd": -65093,
"annualized_revenue_impact_usd": -101255,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 60,
"estimated_capex_usd": 516828,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -3.34,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.62
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.43
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.03,
"demand_pressure": 0.37,
"entitlement_friction": 0.403,
"labor_shortage": 0.655,
"portfolio_tightness": 0.469,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-100295",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "2ac0f3ae-7004-4605-a669-59b7cdecfae2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.028,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.48,
"battery_mwh": 8.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-0B84287AB7",
"grid_service_limit_mw": 15.9,
"gross_sqft": 603302,
"infill_site": true,
"lease_expiry_months": 65,
"occup... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.583,
"nearby_nodes": 8,
"network_redundancy_score": 0.844,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 85... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 77.4,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -1.54,
"rent_growth_90d_pct": -1.65,
"tenant_expansion_probabil... | {
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"annualized_revenue_impact_usd": -148224,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 459587,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -3.93,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 29.59
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.82
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.46,
"demand_pressure": 0.24,
"entitlement_friction": 0.583,
"labor_shortage": 0.617,
"portfolio_tightness": 0.361,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100296",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:56:00Z",
"trace_id": "aa380f25-93f4-477d-9234-38e03edc11d0"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.17,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.245,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 9.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-ABF41F946E",
"grid_service_limit_mw": 19.92,
"gross_sqft": 270585,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.712,
"nearby_nodes": 8,
"network_redundancy_score": 0.787,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.73,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.332
} | {
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"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -1.31,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 35.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.28
},
{
"action": "deploy_peak_sha... | {
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"capital_availability": 0.173,
"demand_pressure": 0.49,
"entitlement_friction": 0.712,
"labor_shortage": 0.991,
"portfolio_tightness": 0.532,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-100297",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:21:00Z",
"trace_id": "e3273904-740b-4084-addb-3740ed2f2e5a"
} | {
"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"
} | {
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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-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 2.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-16ACF2F091",
"grid_service_limit_mw": 24.23,
"gross_sqft": 1268338,
"infill_site": false,
"lease_expiry_months": 30,... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.475,
"nearby_nodes": 7,
"network_redundancy_score": 0.768,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 914949,... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.2,
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"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.563
} | {
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"annualized_revenue_impact_usd": 197632,
"cap_rate_pressure_pct": -0.09,
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"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.92
},
{
"action": "hold_service_levels_flat",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.577,
"capital_availability": 0.46,
"demand_pressure": 0.566,
"entitlement_friction": 0.475,
"labor_shortage": 0.646,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100298",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "ab1604f8-5229-4999-bba8-449e424b4973"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.45,
"battery_mwh": 0.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-20A804F64C",
"grid_service_limit_mw": 13.76,
"gross_sqft": 495115,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.62,
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"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.23,
"nearby_nodes": 8,
"network_redundancy_score": 0.806,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.42,
"rent_growth_90d_pct": 4.82,
"tenant_expansion_probability": 0.464
} | {
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"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.037,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.65
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 28.39
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.62,
"demand_pressure": 0.836,
"entitlement_friction": 0.23,
"labor_shortage": 0.755,
"portfolio_tightness": 0.558,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100299",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "3c644d30-09bb-4bbe-9f19-a56a26b553fc"
} | {
"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"
} | {
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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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.263,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.464,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.3,
"battery_mwh": 3.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-644B71F9FC",
"grid_service_limit_mw": 16.67,
"gross_sqft": 564630,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.625,
"nearby_nodes": 8,
"network_redundancy_score": 0.699,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 993739... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -34262,
"annualized_revenue_impact_usd": -44715,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 646372,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": -0.25,
"occupancy_shift": -0.019,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.54
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.7
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.551,
"demand_pressure": 0.433,
"entitlement_friction": 0.625,
"labor_shortage": 0.624,
"portfolio_tightness": 0.382,
... |
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