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": 0.839,
"id": "FORGE-103600",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:37:00Z",
"trace_id": "5869caef-770f-46c1-bc06-6c4840363847"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.393,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.162,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.8,
"battery_mwh": 5.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-131787AF7E",
"grid_service_limit_mw": 22.02,
"gross_sqft": 916387,
"infill_site": false,
"lease_expiry_months": 12,
"occup... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.506,
"nearby_nodes": 3,
"network_redundancy_score": 0.548,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.551
... | {
"annualized_noi_impact_usd": 40245,
"annualized_revenue_impact_usd": 57977,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 655784,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.32
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.385,
"demand_pressure": 0.693,
"entitlement_friction": 0.506,
"labor_shortage": 0.905,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103601",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:30:00Z",
"trace_id": "d5000a5c-87c7-4999-ac82-d82a8e853dd0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.165,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.287,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-9C5D0E1D43",
"grid_service_limit_mw": 11.33,
"gross_sqft": 854921,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.657,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.546,
"nearby_nodes": 6,
"network_redundancy_score": 0.509,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -184030,
"annualized_revenue_impact_usd": -264899,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 620715,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -1.74,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.98
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.86
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.657,
"demand_pressure": 0.373,
"entitlement_friction": 0.546,
"labor_shortage": 0.956,
"portfolio_tightness": 0.618,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-103602",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:43:00Z",
"trace_id": "f66655d2-e794-4666-8e72-db9ab598b9f2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"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": 0.179,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.59,
"battery_mwh": 9.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-1B1A3B51E0",
"grid_service_limit_mw": 16.93,
"gross_sqft": 541579,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.723,
"nearby_nodes": 3,
"network_redundancy_score": 0.547,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -29232,
"annualized_revenue_impact_usd": -46486,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 395713,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -1.18,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.96
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.46
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.11,
"demand_pressure": 0.553,
"entitlement_friction": 0.723,
"labor_shortage": 0.56,
"portfolio_tightness": 0.444,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-103603",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:13:00Z",
"trace_id": "2305a07e-9775-4697-9075-121a5ea11ffc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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,
"growth_rate": 0.017,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.292,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.74,
"battery_mwh": 7.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-B960147248",
"grid_service_limit_mw": 24.16,
"gross_sqft": 963046,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.184,
"nearby_nodes": 5,
"network_redundancy_score": 0.794,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 78.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -188933,
"annualized_revenue_impact_usd": -289692,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 486736,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.25
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0,
"demand_pressure": 0.27,
"entitlement_friction": 0.184,
"labor_shortage": 0.84,
"portfolio_tightness": 0.51,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103604",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:29:00Z",
"trace_id": "4f9fa542-ddf7-4534-a9b8-97dae61d91c6"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.447,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.79,
"battery_mwh": 9.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-A515FCBD0E",
"grid_service_limit_mw": 15.77,
"gross_sqft": 280669,
"infill_site": true,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.162,
"nearby_nodes": 2,
"network_redundancy_score": 0.673,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 91.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.99,
"rent_growth_90d_pct": 7.92,
"tenant_expansion_probability": 0.804
} | {
"annualized_noi_impact_usd": 41571,
"annualized_revenue_impact_usd": 63786,
"cap_rate_pressure_pct": 0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 468870,
"expansion_capture_probability_post_event": 0.78,
"lease_rate_change_pct": 6.84,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.68
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.14
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.943,
"entitlement_friction": 0.162,
"labor_shortage": 0.676,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103605",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:38:00Z",
"trace_id": "62bf9e93-5b6f-4333-9810-76c25f0ecddd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.322,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.296,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.44,
"battery_mwh": 1.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-C20A9B3C1A",
"grid_service_limit_mw": 9.19,
"gross_sqft": 590686,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.748,
"nearby_nodes": 5,
"network_redundancy_score": 0.749,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 113... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 88.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.47,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
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"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": 73926,
"annualized_revenue_impact_usd": 105128,
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"decision_horizon_days": 30,
"estimated_capex_usd": 648868,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.06
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.725,
"entitlement_friction": 0.748,
"labor_shortage": 0.9,
"portfolio_tightness": 0.661,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-103606",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "bbf8dce8-a3f2-419e-bf84-976ecc53807d"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 2.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-841B7316DC",
"grid_service_limit_mw": 7.08,
"gross_sqft": 543510,
"infill_site": true,
"lease_expiry_months": 49,
"occupa... | {
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"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.837,
"nearby_nodes": 5,
"network_redundancy_score": 0.368,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 127... | [
{
"appointment_fill_pct": 79.7,
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": -1020,
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"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 43.33
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.13
},
{
"action": "shif... | {
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"labor_shortage": 0.88,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-103607",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:13:00Z",
"trace_id": "46da5129-3537-4273-87fa-0aa58c812d4f"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.431,
"seasonality": 0.82,
"service_level_target":... | {
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"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-8525AF6820",
"grid_service_limit_mw": 8.56,
"gross_sqft": 999240,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.043,
"cluster_utilization_pct": 0.902,
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"nearby_nodes": 2,
"network_redundancy_score": 0.4,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 85.4,
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"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.557
} | {
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"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 36.03
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.85
},
{
"action": "shift_overfl... | {
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"labor_shortage": 0.76,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-103608",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "a364e741-9b9c-4baf-be62-0dd741170f32"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 11.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-B74A08A21F",
"grid_service_limit_mw": 15.85,
"gross_sqft": 1030596,
"infill_site": false,
"lease_expiry_months": 61... | {
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"cluster_utilization_pct": 0.923,
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"nearby_nodes": 3,
"network_redundancy_score": 0.683,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -247605,
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"expansion_capture_probability_post_event": 0.195,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.5
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.96
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
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"demand_pressure": 0.434,
"entitlement_friction": 0.715,
"labor_shortage": 0.929,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103609",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "9b3f78a9-3757-4338-9471-372d8b0cc2de"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 5.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-EA7D4E7F07",
"grid_service_limit_mw": 8.64,
"gross_sqft": 683017,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0.6,
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"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.406,
"nearby_nodes": 5,
"network_redundancy_score": 0.856,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1717... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.139
} | {
"annualized_noi_impact_usd": -171705,
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"expansion_capture_probability_post_event": 0.03,
"lease_rate_change_pct": -2.05,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.97
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.24
},
{
"action": "defer_noncritical_projects"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.81,
"capital_availability": 0.6,
"demand_pressure": 0.258,
"entitlement_friction": 0.406,
"labor_shortage": 0.783,
"portfolio_tightness": 0.645,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-103610",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "791c2b2a-f297-4ea5-85cc-181edf60f3bc"
} | {
"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": 9.6,
"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": 0.343,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.407,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.44,
"battery_mwh": 9.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-E7013402F5",
"grid_service_limit_mw": 18.75,
"gross_sqft": 397107,
"infill_site": true,
"lease_expiry_months": 10,
"occup... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.221,
"nearby_nodes": 7,
"network_redundancy_score": 0.428,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.6,
"dock_utilization_pct": 91.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.878,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 4.3,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": 31433,
"annualized_revenue_impact_usd": 40950,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 716200,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.008,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.52
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.659,
"demand_pressure": 0.92,
"entitlement_friction": 0.221,
"labor_shortage": 0.824,
"portfolio_tightness": 0.57,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103611",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:36:00Z",
"trace_id": "72131b44-dd3a-4c59-8669-094ea80aaceb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.333,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.122,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.33,
"battery_mwh": 2.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-B2E04595B5",
"grid_service_limit_mw": 17.43,
"gross_sqft": 434507,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.011,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.575,
"nearby_nodes": 7,
"network_redundancy_score": 0.322,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.563
} | {
"annualized_noi_impact_usd": 90438,
"annualized_revenue_impact_usd": 121507,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 404021,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.04
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.735,
"capital_availability": 0.011,
"demand_pressure": 0.66,
"entitlement_friction": 0.575,
"labor_shortage": 0.908,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-103612",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:40:00Z",
"trace_id": "ff0bd466-038e-4634-9f64-9bc5572bdfa3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.179,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.262,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.48,
"battery_mwh": 3.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-6B392898D9",
"grid_service_limit_mw": 13.07,
"gross_sqft": 471731,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.208,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.185,
"nearby_nodes": 2,
"network_redundancy_score": 0.794,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.411
... | {
"annualized_noi_impact_usd": -12761,
"annualized_revenue_impact_usd": -21342,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 430188,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.18
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.208,
"demand_pressure": 0.473,
"entitlement_friction": 0.185,
"labor_shortage": 0.934,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103613",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:30:00Z",
"trace_id": "499ab2af-0c73-48fb-9cf5-57477ee8c82e"
} | {
"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": 7.2,
"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": 0.218,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.077,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 0.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-D48626BC79",
"grid_service_limit_mw": 17.39,
"gross_sqft": 513581,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.636,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.614,
"nearby_nodes": 3,
"network_redundancy_score": 0.846,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 83... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 23473,
"annualized_revenue_impact_usd": 34190,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 489808,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.029,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.41
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.17
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.176,
"capital_availability": 0.636,
"demand_pressure": 0.584,
"entitlement_friction": 0.614,
"labor_shortage": 0.648,
"portfolio_tightness": 0.322,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-103614",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:32:00Z",
"trace_id": "a017156b-ca99-41ba-a685-0334f0d61d56"
} | {
"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": 8.4,
"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": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.104,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.55,
"battery_mwh": 0.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-CE24A83CF0",
"grid_service_limit_mw": 23.05,
"gross_sqft": 441759,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.254,
"nearby_nodes": 7,
"network_redundancy_score": 0.801,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.09,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": 12924,
"annualized_revenue_impact_usd": 18041,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 544166,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.25
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.746,
"capital_availability": 0.343,
"demand_pressure": 0.754,
"entitlement_friction": 0.254,
"labor_shortage": 0.705,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-103615",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:50:00Z",
"trace_id": "73ebe4be-d124-47a2-a323-5b9d29c2a13d"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.34,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.235,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 9.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-DD04320789",
"grid_service_limit_mw": 20.67,
"gross_sqft": 788934,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.107,
"nearby_nodes": 2,
"network_redundancy_score": 0.657,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -12660,
"annualized_revenue_impact_usd": -16552,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 543526,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.25
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.69
},
{
"action": "shi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.494,
"capital_availability": 0.311,
"demand_pressure": 0.656,
"entitlement_friction": 0.107,
"labor_shortage": 0.592,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103616",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:45:00Z",
"trace_id": "a4bc5c57-1061-45f2-82f8-5762ded83156"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"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": 0.081,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.386,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.68,
"battery_mwh": 5.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-9A00F09809",
"grid_service_limit_mw": 15.45,
"gross_sqft": 332009,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.359,
"nearby_nodes": 5,
"network_redundancy_score": 0.619,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 81.1,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.2,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.281
... | {
"annualized_noi_impact_usd": -50132,
"annualized_revenue_impact_usd": -83963,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 503352,
"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.05
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.335,
"demand_pressure": 0.403,
"entitlement_friction": 0.359,
"labor_shortage": 0.697,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103617",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:44:00Z",
"trace_id": "9b08ff15-e1e7-4f6c-a6d8-d3faf4fbf07d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.375,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.63,
"battery_mwh": 11.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-FB5ADEB3D0",
"grid_service_limit_mw": 11.22,
"gross_sqft": 500299,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.442,
"nearby_nodes": 3,
"network_redundancy_score": 0.629,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 88.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 5.34,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 161597,
"annualized_revenue_impact_usd": 240703,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 567890,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 3.32,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.42
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.872,
"capital_availability": 0.111,
"demand_pressure": 0.754,
"entitlement_friction": 0.442,
"labor_shortage": 0.921,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103618",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:16:00Z",
"trace_id": "90de43cb-ac18-4a03-8273-548f38a40634"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.423,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.133,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.39,
"battery_mwh": 10.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-17A4865CF0",
"grid_service_limit_mw": 24.18,
"gross_sqft": 621018,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.591,
"nearby_nodes": 7,
"network_redundancy_score": 0.86,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.1,
"shift_fill_... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.3,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 3.67,
"rent_growth_90d_pct": 6.08,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 199109,
"annualized_revenue_impact_usd": 273595,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 544084,
"expansion_capture_probability_post_event": 0.649,
"lease_rate_change_pct": 4.25,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.13
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.36
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.238,
"capital_availability": 0.407,
"demand_pressure": 0.71,
"entitlement_friction": 0.591,
"labor_shortage": 0.756,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103619",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:34:00Z",
"trace_id": "3bb5b8cd-4787-4f09-9ec3-eb618efaba1d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"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": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.29,
"battery_mwh": 0.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-44B3E5674E",
"grid_service_limit_mw": 17.83,
"gross_sqft": 960413,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.374,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.258,
"nearby_nodes": 3,
"network_redundancy_score": 0.685,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 86.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 33.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.86,
"rent_growth_90d_pct": 7.36,
"tenant_expansion_probability": 0.816
} | {
"annualized_noi_impact_usd": 221337,
"annualized_revenue_impact_usd": 334562,
"cap_rate_pressure_pct": 0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 482101,
"expansion_capture_probability_post_event": 0.8,
"lease_rate_change_pct": 6.35,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.58
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.374,
"demand_pressure": 0.667,
"entitlement_friction": 0.258,
"labor_shortage": 0.701,
"portfolio_tightness": 0.558,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-103620",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:07:00Z",
"trace_id": "ad1b578e-6f35-4318-96be-d1e0d7c7da8e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.186,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.429,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.46,
"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-98ED8B969C",
"grid_service_limit_mw": 17.98,
"gross_sqft": 844440,
"infill_site": true,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.665,
"nearby_nodes": 3,
"network_redundancy_score": 0.701,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.363
... | {
"annualized_noi_impact_usd": -53970,
"annualized_revenue_impact_usd": -84888,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 612225,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -0.76,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.42
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.075,
"demand_pressure": 0.48,
"entitlement_friction": 0.665,
"labor_shortage": 0.851,
"portfolio_tightness": 0.563,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-103621",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:22:00Z",
"trace_id": "c49a5b4d-809e-4539-affa-cf714010f461"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.371,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.56,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-30BE79C9BB",
"grid_service_limit_mw": 15.22,
"gross_sqft": 1032247,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.644,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.185,
"nearby_nodes": 6,
"network_redundancy_score": 0.625,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 34.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87,
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"rent_growth_30d_pct": 3.66,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.439
} | {
"annualized_noi_impact_usd": 63696,
"annualized_revenue_impact_usd": 85128,
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"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.61
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.644,
"demand_pressure": 0.596,
"entitlement_friction": 0.185,
"labor_shortage": 0.788,
"portfolio_tightness": 0.53,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-103622",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "f8cde7b1-7e0c-4c18-83b6-9d0ef6e2486a"
} | {
"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"
} | {
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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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "1b_plus",
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"growth_rate": 0.264,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.382,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.78,
"battery_mwh": 7.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-8ABAE64836",
"grid_service_limit_mw": 27.12,
"gross_sqft": 1160194,
"infill_site": false,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.764,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.284,
"nearby_nodes": 4,
"network_redundancy_score": 0.81,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.8,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -23220,
"annualized_revenue_impact_usd": -38011,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 1.34,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.87
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.764,
"demand_pressure": 0.54,
"entitlement_friction": 0.284,
"labor_shortage": 0.793,
"portfolio_tightness": 0.439,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-103623",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:06:00Z",
"trace_id": "4b8a3265-f5fa-4a32-8bbb-5f1b6b098541"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.447,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.24,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.23,
"battery_mwh": 4.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-B728ECCD47",
"grid_service_limit_mw": 9.68,
"gross_sqft": 932339,
"infill_site": true,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.657,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.53,
"nearby_nodes": 3,
"network_redundancy_score": 0.691,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 737... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.646
... | {
"annualized_noi_impact_usd": 185695,
"annualized_revenue_impact_usd": 240942,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 731012,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 43.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.5
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0.657,
"demand_pressure": 0.566,
"entitlement_friction": 0.53,
"labor_shortage": 0.937,
"portfolio_tightness": 0.582,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103624",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:42:00Z",
"trace_id": "7af24074-ed06-452a-bd7b-23418b718f36"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.469,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.7,
"battery_mwh": 6.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-8D51724C66",
"grid_service_limit_mw": 15.96,
"gross_sqft": 703150,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.331,
"nearby_nodes": 6,
"network_redundancy_score": 0.474,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.484
} | {
"annualized_noi_impact_usd": -17128,
"annualized_revenue_impact_usd": -22605,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 335990,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.9
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.33,
"demand_pressure": 0.517,
"entitlement_friction": 0.331,
"labor_shortage": 0.752,
"portfolio_tightness": 0.557,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103625",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:15:00Z",
"trace_id": "2f766d45-d91c-4c0c-98cb-74f03af830f2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.052,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.34,
"battery_mwh": 4.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-5F42615B9F",
"grid_service_limit_mw": 24.48,
"gross_sqft": 1033025,
"infill_site": false,
"lease_expiry_months": 44,... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.161,
"nearby_nodes": 2,
"network_redundancy_score": 0.449,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 185808... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"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": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.232
} | {
"annualized_noi_impact_usd": -162005,
"annualized_revenue_impact_usd": -234662,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 403058,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.33
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.611,
"demand_pressure": 0.374,
"entitlement_friction": 0.161,
"labor_shortage": 0.734,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-103626",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:14:00Z",
"trace_id": "166c91fc-518b-4af6-87a4-03342f33cfbe"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": 0.188,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.155,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.52,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-66BD320543",
"grid_service_limit_mw": 19.53,
"gross_sqft": 1165482,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
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"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.344,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.507,
"nearby_nodes": 7,
"network_redundancy_score": 0.694,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 162390... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.934,
"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability":... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 470819,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.39
},
{
"action": "rebalance_carr... | {
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"friction_profile": {
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"capital_availability": 0.286,
"demand_pressure": 0.868,
"entitlement_friction": 0.507,
"labor_shortage": 0.697,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103627",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "6d9816bd-6ace-42c7-ada1-9a0457915526"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.168,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.304,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 0.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-451A9D6A27",
"grid_service_limit_mw": 13.61,
"gross_sqft": 660810,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.276,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.164,
"nearby_nodes": 4,
"network_redundancy_score": 0.769,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 651287,... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 74646,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.017,
"service_penalty_risk_usd": ... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.93
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.276,
"demand_pressure": 0.454,
"entitlement_friction": 0.164,
"labor_shortage": 0.68,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103628",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:37:00Z",
"trace_id": "1409dfd0-3e12-4566-9445-30ed81bff04e"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "labor_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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.104,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.25,
"battery_mwh": 4.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-5591181C89",
"grid_service_limit_mw": 12.8,
"gross_sqft": 910065,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.039,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.322,
"nearby_nodes": 3,
"network_redundancy_score": 0.472,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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_pres... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -94217,
"annualized_revenue_impact_usd": -127327,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 622764,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": 0.29,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.877,
"capital_availability": 0.039,
"demand_pressure": 0.58,
"entitlement_friction": 0.322,
"labor_shortage": 0.966,
"portfolio_tightness": 0.654,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-103629",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "b00bb6ab-b7b1-4941-930f-ff14e31b37a5"
} | {
"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": 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": 0.029,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.166,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.54,
"battery_mwh": 3.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-F906279A0E",
"grid_service_limit_mw": 18.86,
"gross_sqft": 582789,
"infill_site": false,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.38,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.236,
"nearby_nodes": 7,
"network_redundancy_score": 0.552,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1122... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 78.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": -1.52,
"tenant_expansion_probability": 0.132... | {
"annualized_noi_impact_usd": -158018,
"annualized_revenue_impact_usd": -243160,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 553118,
"expansion_capture_probability_post_event": 0.025,
"lease_rate_change_pct": -4.3,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.46
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.482,
"capital_availability": 0.38,
"demand_pressure": 0.284,
"entitlement_friction": 0.236,
"labor_shortage": 0.772,
"portfolio_tightness": 0.375,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103630",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:50:00Z",
"trace_id": "7e391ed0-47b4-4a19-9bae-909ed7370fca"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.5,
"battery_mwh": 6.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-8B885DFC13",
"grid_service_limit_mw": 7.42,
"gross_sqft": 716410,
"infill_site": false,
"lease_expiry_months": 59,
"occupa... | {
"capital_availability": 0.205,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.654,
"nearby_nodes": 4,
"network_redundancy_score": 0.783,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 181... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.5,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 4.24,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.564
} | {
"annualized_noi_impact_usd": 124800,
"annualized_revenue_impact_usd": 182533,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 646787,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.56
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.205,
"demand_pressure": 0.74,
"entitlement_friction": 0.654,
"labor_shortage": 0.789,
"portfolio_tightness": 0.722,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103631",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:48:00Z",
"trace_id": "ab49fcd6-c08b-4a4e-8c84-7c502f149f27"
} | {
"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": "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": true,
"growth_rate": 0.349,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.359,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.7,
"battery_mwh": 4.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-63E360696D",
"grid_service_limit_mw": 9.7,
"gross_sqft": 703345,
"infill_site": false,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.332,
"nearby_nodes": 2,
"network_redundancy_score": 0.535,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 112... | [
{
"appointment_fill_pct": 88,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.578... | {
"annualized_noi_impact_usd": 76076,
"annualized_revenue_impact_usd": 118783,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 505040,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 1.6,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.11
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.029,
"demand_pressure": 0.565,
"entitlement_friction": 0.332,
"labor_shortage": 1,
"portfolio_tightness": 0.648,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103632",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:42:00Z",
"trace_id": "a16b6ecb-250b-4ce7-8d77-9844a948f203"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.306,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.172,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.2,
"battery_mwh": 9.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-3800B18321",
"grid_service_limit_mw": 22.68,
"gross_sqft": 649409,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.61,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.092,
"nearby_nodes": 2,
"network_redundancy_score": 0.59,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
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"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 42677,
"annualized_revenue_impact_usd": 73442,
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"decision_horizon_days": 60,
"estimated_capex_usd": 463054,
"expansion_capture_probability_post_event": 0.522,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.86
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.61,
"demand_pressure": 0.595,
"entitlement_friction": 0.092,
"labor_shortage": 0.699,
"portfolio_tightness": 0.574,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103633",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "16f7c408-812b-46cc-a136-d8466e2e174b"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.107,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.62,
"battery_mwh": 9.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-C27F72625E",
"grid_service_limit_mw": 11.88,
"gross_sqft": 1116446,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.777,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.282,
"nearby_nodes": 6,
"network_redundancy_score": 0.774,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.244
} | {
"annualized_noi_impact_usd": -192618,
"annualized_revenue_impact_usd": -255624,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 715149,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -1.33,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.74
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 40.17
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.385,
"capital_availability": 0.777,
"demand_pressure": 0.373,
"entitlement_friction": 0.282,
"labor_shortage": 0.685,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-103634",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:27:00Z",
"trace_id": "7fca7f2b-8c6c-4a47-ba3f-9d2cae6d4a51"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.61,
"battery_mwh": 2.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-0151697937",
"grid_service_limit_mw": 15.88,
"gross_sqft": 573143,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.263,
"nearby_nodes": 4,
"network_redundancy_score": 0.485,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 269469... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.05,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -61926,
"annualized_revenue_impact_usd": -89284,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 517321,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.29
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.492,
"demand_pressure": 0.469,
"entitlement_friction": 0.263,
"labor_shortage": 0.568,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-103635",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:24:00Z",
"trace_id": "ca540dbb-46ce-4e6c-bf9c-25e762d4a7fb"
} | {
"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,
"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": 0.354,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 11.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-61B5D3631B",
"grid_service_limit_mw": 8.17,
"gross_sqft": 396933,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.337,
"nearby_nodes": 2,
"network_redundancy_score": 0.334,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.13,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 99110,
"annualized_revenue_impact_usd": 166139,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 461410,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.72,
"capital_availability": 0.358,
"demand_pressure": 0.924,
"entitlement_friction": 0.337,
"labor_shortage": 0.754,
"portfolio_tightness": 0.615,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103636",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:50:00Z",
"trace_id": "07ce3471-5f1c-4ab5-9a89-00407d3eedda"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.285,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.121,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.58,
"battery_mwh": 6.1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-F0F850D434",
"grid_service_limit_mw": 11.78,
"gross_sqft": 1107258,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.81,
"nearby_nodes": 2,
"network_redundancy_score": 0.864,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.511
... | {
"annualized_noi_impact_usd": 156214,
"annualized_revenue_impact_usd": 232025,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 568616,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.06
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.46
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.534,
"demand_pressure": 0.571,
"entitlement_friction": 0.81,
"labor_shortage": 1,
"portfolio_tightness": 0.679,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-103637",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:03:00Z",
"trace_id": "6537ac52-8fdb-4e4a-9436-d6d234ba4ad9"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.021,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.41,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.74,
"battery_mwh": 3.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-34D34B2F66",
"grid_service_limit_mw": 9.58,
"gross_sqft": 562525,
"infill_site": false,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.279,
"nearby_nodes": 5,
"network_redundancy_score": 0.6,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1042... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -111729,
"annualized_revenue_impact_usd": -182218,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 479204,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -0.63,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.762,
"capital_availability": 0.296,
"demand_pressure": 0.431,
"entitlement_friction": 0.279,
"labor_shortage": 0.739,
"portfolio_tightness": 0.593,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-103638",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:24:00Z",
"trace_id": "e1b626bf-66a1-4889-af5b-56a88c825791"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "network_latency",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.003,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.24,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.58,
"battery_mwh": 8.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-CA0E2365AA",
"grid_service_limit_mw": 10.32,
"gross_sqft": 415110,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.664,
"nearby_nodes": 6,
"network_redundancy_score": 0.441,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 205664... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.4,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -93264,
"annualized_revenue_impact_usd": -138783,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 488161,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -0.23,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.28
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.86
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0,
"demand_pressure": 0.37,
"entitlement_friction": 0.664,
"labor_shortage": 0.716,
"portfolio_tightness": 0.722,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-103639",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "093c49ff-ce68-4689-a57c-8233d0d8793b"
} | {
"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": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.116,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.82,
"battery_mwh": 2.94,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-A269505897",
"grid_service_limit_mw": 22.87,
"gross_sqft": 373286,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.884,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.196,
"nearby_nodes": 7,
"network_redundancy_score": 0.744,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 642751... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.5,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 20830,
"annualized_revenue_impact_usd": 33160,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 462359,
"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.77
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.77
},
{
"action": "escalate_utility_in... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.884,
"demand_pressure": 0.489,
"entitlement_friction": 0.196,
"labor_shortage": 0.524,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103640",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "d9131bd6-d23d-4892-856f-6254d588d7e3"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.232,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 7.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-0B26121273",
"grid_service_limit_mw": 12.97,
"gross_sqft": 423353,
"infill_site": true,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.388,
"nearby_nodes": 5,
"network_redundancy_score": 0.845,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.484
} | {
"annualized_noi_impact_usd": 3456,
"annualized_revenue_impact_usd": 4907,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 472621,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.01
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.89
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.643,
"demand_pressure": 0.432,
"entitlement_friction": 0.388,
"labor_shortage": 0.677,
"portfolio_tightness": 0.309,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-103641",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:43:00Z",
"trace_id": "afe092aa-4270-4dac-b26a-07017969cb91"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.114,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.2,
"battery_mwh": 3.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-15E1FBFC9F",
"grid_service_limit_mw": 19.09,
"gross_sqft": 587785,
"infill_site": true,
"lease_expiry_months": 58,
"occupa... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.11,
"nearby_nodes": 2,
"network_redundancy_score": 0.69,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 870378,
... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -35688,
"annualized_revenue_impact_usd": -56084,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 355962,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.51
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.629,
"capital_availability": 0.175,
"demand_pressure": 0.447,
"entitlement_friction": 0.11,
"labor_shortage": 0.802,
"portfolio_tightness": 0.36,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-103642",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:57:00Z",
"trace_id": "f8a785e8-29a1-4266-a62a-07bd5898cc60"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.252,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 3.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-052E025413",
"grid_service_limit_mw": 9.93,
"gross_sqft": 1074944,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.061,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.846,
"nearby_nodes": 4,
"network_redundancy_score": 0.482,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 157462,
"annualized_revenue_impact_usd": 269387,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 581835,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.14
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.66
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0.061,
"demand_pressure": 0.81,
"entitlement_friction": 0.846,
"labor_shortage": 1,
"portfolio_tightness": 0.644,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-103643",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "708160c7-5d86-46ff-b54c-6af455f72499"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.362,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.61,
"battery_mwh": 2.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-E063358674",
"grid_service_limit_mw": 15.32,
"gross_sqft": 616226,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.707,
"nearby_nodes": 3,
"network_redundancy_score": 0.587,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.8,
"dock_utilization_pct": 91.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 5.42,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 127024,
"annualized_revenue_impact_usd": 182290,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 622840,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 3.63,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.26
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.524,
"capital_availability": 0.729,
"demand_pressure": 0.975,
"entitlement_friction": 0.707,
"labor_shortage": 0.713,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-103644",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:37:00Z",
"trace_id": "dc11cb40-4b91-4453-b6d1-c9171377a5df"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.253,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.65,
"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-ED0BAACC47",
"grid_service_limit_mw": 9.12,
"gross_sqft": 633482,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.629,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.299,
"nearby_nodes": 8,
"network_redundancy_score": 0.575,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 71... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 87.9,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 3.12,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.97,
"rent_growth_90d_pct": 8.51,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 271654,
"annualized_revenue_impact_usd": 382174,
"cap_rate_pressure_pct": 0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 449982,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 5.26,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.35
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.137,
"capital_availability": 0.629,
"demand_pressure": 0.709,
"entitlement_friction": 0.299,
"labor_shortage": 0.794,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103645",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:04:00Z",
"trace_id": "118451d1-5e74-4b6a-b77c-1ee50e217083"
} | {
"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": "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": true,
"growth_rate": 0.251,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.62,
"battery_mwh": 7.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-265B52C7F7",
"grid_service_limit_mw": 18.43,
"gross_sqft": 507815,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.195,
"nearby_nodes": 8,
"network_redundancy_score": 0.876,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -10506,
"annualized_revenue_impact_usd": -17456,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 407011,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 1.47,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.17
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.15
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.311,
"demand_pressure": 0.588,
"entitlement_friction": 0.195,
"labor_shortage": 0.588,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-103646",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:07:00Z",
"trace_id": "62bf7528-c8cf-4bed-8af0-3360d4714e3a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.016,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.3,
"battery_mwh": 9.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-B26E5446AA",
"grid_service_limit_mw": 8.27,
"gross_sqft": 985413,
"infill_site": true,
"lease_expiry_months": 17,
"occupa... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.525,
"nearby_nodes": 5,
"network_redundancy_score": 0.581,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.13
} | {
"annualized_noi_impact_usd": -335466,
"annualized_revenue_impact_usd": -567635,
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"decision_horizon_days": 30,
"estimated_capex_usd": 697329,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.3,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.66
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.784,
"capital_availability": 0,
"demand_pressure": 0.27,
"entitlement_friction": 0.525,
"labor_shortage": 1,
"portfolio_tightness": 0.627,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-103647",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:43:00Z",
"trace_id": "a514a448-52ec-4596-84e2-a9f6e2535eb5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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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": 0.092,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 8.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-4CA5405794",
"grid_service_limit_mw": 17.47,
"gross_sqft": 992389,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.045,
"cluster_utilization_pct": 0.933,
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"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.175,
"nearby_nodes": 7,
"network_redundancy_score": 0.333,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 160744... | [
{
"appointment_fill_pct": 92.7,
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"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 100328,
"annualized_revenue_impact_usd": 140626,
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"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 2.56,
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.57
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.045,
"demand_pressure": 0.64,
"entitlement_friction": 0.175,
"labor_shortage": 0.853,
"portfolio_tightness": 0.445,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-103648",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:40:00Z",
"trace_id": "0e16d53d-fa97-4d1b-bdb4-2483e8fd055d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"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": 7.1,
"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": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.278,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 8.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-C159D4EE0A",
"grid_service_limit_mw": 13.48,
"gross_sqft": 786427,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.438,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.476,
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"entitlement_friction": 0.544,
"nearby_nodes": 5,
"network_redundancy_score": 0.772,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.2,
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"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fill_ra... | {
"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": "high",
"forecas... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": 16946,
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"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.81
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.792,
"capital_availability": 0.438,
"demand_pressure": 0.396,
"entitlement_friction": 0.544,
"labor_shortage": 0.626,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103649",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:02:00Z",
"trace_id": "29168625-fc88-4608-8168-e1dbe25cc48d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.463,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 5.19,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-DEDEC6EA6F",
"grid_service_limit_mw": 19.31,
"gross_sqft": 1216119,
"infill_site": false,
"lease_expiry_months": 8,
"occ... | {
"capital_availability": 0.48,
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"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.456,
"nearby_nodes": 6,
"network_redundancy_score": 0.475,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": -114706,
"annualized_revenue_impact_usd": -147942,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 543252,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.32,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.01
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.48,
"demand_pressure": 0.523,
"entitlement_friction": 0.456,
"labor_shortage": 0.617,
"portfolio_tightness": 0.518,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-103650",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "754be396-b88e-4fe1-be0c-9bdcb1b118e1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.261,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.44,
"battery_mwh": 2.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-B996FB2FD1",
"grid_service_limit_mw": 20.05,
"gross_sqft": 1241286,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.743,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.567,
"nearby_nodes": 8,
"network_redundancy_score": 0.79,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1018880... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 37348,
"annualized_revenue_impact_usd": 55060,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 544772,
"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.22
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.46
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.714,
"demand_pressure": 0.588,
"entitlement_friction": 0.567,
"labor_shortage": 0.536,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-103651",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:57:00Z",
"trace_id": "60405b57-4096-4819-a45b-bcfdbbf42cc8"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.031,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.34,
"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-356D407CD4",
"grid_service_limit_mw": 14,
"gross_sqft": 1290227,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.56,
"nearby_nodes": 6,
"network_redundancy_score": 0.723,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill... | {
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"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": 0.55,
"tenant_expansion_probability": 0.1... | {
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"annualized_revenue_impact_usd": -382821,
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"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -2.74,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.44
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.744,
"capital_availability": 0.557,
"demand_pressure": 0.396,
"entitlement_friction": 0.56,
"labor_shortage": 0.814,
"portfolio_tightness": 0.418,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103652",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:44:00Z",
"trace_id": "e50173c6-c850-493a-86fe-73b23d43ea23"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.12,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.19,
"battery_mwh": 9.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-5A6B30AC09",
"grid_service_limit_mw": 13.2,
"gross_sqft": 701743,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.132,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.314,
"nearby_nodes": 2,
"network_redundancy_score": 0.796,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 997589... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -94010,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -0.16,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.52
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.132,
"demand_pressure": 0.521,
"entitlement_friction": 0.314,
"labor_shortage": 0.818,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103653",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:56:00Z",
"trace_id": "9f07573b-5632-4a89-8b0d-a2d6e41bbde4"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.388,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.18,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.64,
"battery_mwh": 11.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-2ED2EC5B75",
"grid_service_limit_mw": 12.49,
"gross_sqft": 1172371,
"infill_site": true,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.969,
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"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.123,
"nearby_nodes": 4,
"network_redundancy_score": 0.756,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.975,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.77
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.928,
"entitlement_friction": 0.123,
"labor_shortage": 0.71,
"portfolio_tightness": 0.409,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103654",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:18:00Z",
"trace_id": "bfec257d-faef-4091-a53c-0b3c3a21c47b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.2,
"battery_mwh": 10.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-B5735A9235",
"grid_service_limit_mw": 16.56,
"gross_sqft": 1107920,
"infill_site": true,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.585,
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"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.197,
"nearby_nodes": 7,
"network_redundancy_score": 0.317,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
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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",
"forec... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 5.09,
"tenant_expansion_probability": 0.702
} | {
"annualized_noi_impact_usd": 190061,
"annualized_revenue_impact_usd": 287273,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 437142,
"expansion_capture_probability_post_event": 0.612,
"lease_rate_change_pct": 4.1,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.25
},
{
"... | {
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"demand_pressure": 0.665,
"entitlement_friction": 0.197,
"labor_shortage": 1,
"portfolio_tightness": 0.501,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-103655",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:02:00Z",
"trace_id": "6c1c3cb0-5427-4a50-898b-5c6fcd856006"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.068,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.324,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 0.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-5AF66E4AE5",
"grid_service_limit_mw": 17.11,
"gross_sqft": 1395391,
"infill_site": false,
"lease_expiry_months": 18,
"oc... | {
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"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.116,
"nearby_nodes": 7,
"network_redundancy_score": 0.574,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 79.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.2... | {
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"annualized_revenue_impact_usd": -320858,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 450787,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": 0.14,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.17
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.31,
"entitlement_friction": 0.116,
"labor_shortage": 0.733,
"portfolio_tightness": 0.54,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103656",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:32:00Z",
"trace_id": "7e8bf539-7e4a-40c8-9d94-1140263a548a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.332,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 4.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-13425E21A1",
"grid_service_limit_mw": 10.27,
"gross_sqft": 263251,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.855,
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"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.414,
"nearby_nodes": 7,
"network_redundancy_score": 0.538,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"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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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.87,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.689
} | {
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"expansion_capture_probability_post_event": 0.656,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.564,
"entitlement_friction": 0.414,
"labor_shortage": 0.908,
"portfolio_tightness": 0.629,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103657",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "47037b2b-4d23-4c38-995e-51848b4ae668"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"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": 8.2,
"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": 0.097,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 3.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-E572BD5AFA",
"grid_service_limit_mw": 15.21,
"gross_sqft": 850346,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.182,
"nearby_nodes": 4,
"network_redundancy_score": 0.617,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -116054,
"annualized_revenue_impact_usd": -151034,
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"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.674,
"demand_pressure": 0.413,
"entitlement_friction": 0.182,
"labor_shortage": 1,
"portfolio_tightness": 0.459,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103658",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:29:00Z",
"trace_id": "c0656183-6f0f-4b97-8560-2be2310bb871"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 0.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 44,
"facility_id": "FAC-61FF07B8AC",
"grid_service_limit_mw": 17.3,
"gross_sqft": 441887,
"infill_site": true,
"lease_expiry_months": 24,
"occupa... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.976,
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"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.133,
"nearby_nodes": 3,
"network_redundancy_score": 0.612,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6279,
... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": -0.1,
"tenant_expansion_probability": 0.563
... | {
"annualized_noi_impact_usd": 14713,
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"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.35
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0,
"demand_pressure": 0.654,
"entitlement_friction": 0.133,
"labor_shortage": 0.615,
"portfolio_tightness": 0.349,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103659",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "df67b487-7081-4701-86f8-1b41c3d9bd4f"
} | {
"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": 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": 0.351,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.14,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.37,
"battery_mwh": 8.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-99C52552AA",
"grid_service_limit_mw": 8.48,
"gross_sqft": 1151132,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.501,
"nearby_nodes": 4,
"network_redundancy_score": 0.364,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 692... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 5.18,
"tenant_expansion_probability": 0.573
} | {
"annualized_noi_impact_usd": 281853,
"annualized_revenue_impact_usd": 401560,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 682907,
"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 2.91,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.68
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.582,
"capital_availability": 0.449,
"demand_pressure": 0.751,
"entitlement_friction": 0.501,
"labor_shortage": 0.948,
"portfolio_tightness": 0.63,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-103660",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:33:00Z",
"trace_id": "5da55837-9a4f-4de1-94c3-269a1927c048"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.068,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.3,
"battery_mwh": 11.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-B3C852A176",
"grid_service_limit_mw": 19.62,
"gross_sqft": 730292,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.107,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.166,
"nearby_nodes": 4,
"network_redundancy_score": 0.416,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 77.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": -0.83,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -100276,
"annualized_revenue_impact_usd": -162678,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 657456,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -3.77,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.26
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.107,
"demand_pressure": 0.207,
"entitlement_friction": 0.166,
"labor_shortage": 1,
"portfolio_tightness": 0.424,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-103661",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:17:00Z",
"trace_id": "946f16fe-aecb-4a6d-b1dc-958b422fcf21"
} | {
"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,
"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": 0.383,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.326,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.59,
"battery_mwh": 2.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-F536E4C93B",
"grid_service_limit_mw": 12.55,
"gross_sqft": 1059677,
"infill_site": false,
"lease_expiry_months": 66,... | {
"capital_availability": 0.834,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.47,
"nearby_nodes": 7,
"network_redundancy_score": 0.652,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 4.64,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.722
} | {
"annualized_noi_impact_usd": 520692,
"annualized_revenue_impact_usd": 733647,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 576820,
"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 2.48,
"occupancy_shift": 0.024,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.87
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.439,
"capital_availability": 0.834,
"demand_pressure": 0.689,
"entitlement_friction": 0.47,
"labor_shortage": 0.88,
"portfolio_tightness": 0.609,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-103662",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:55:00Z",
"trace_id": "00293335-09ce-4a2b-806c-7f5836666aff"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.007,
"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": 0.34,
"battery_mwh": 2.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-50507D992B",
"grid_service_limit_mw": 13.65,
"gross_sqft": 568060,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.541,
"nearby_nodes": 8,
"network_redundancy_score": 0.536,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -92718,
"annualized_revenue_impact_usd": -129934,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 456176,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -3.5,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.09
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.622,
"demand_pressure": 0.348,
"entitlement_friction": 0.541,
"labor_shortage": 0.959,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-103663",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "34b40a5b-4870-4c6b-84b8-1941b50ee4dd"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.198,
"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_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 9.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-2234AB6309",
"grid_service_limit_mw": 12.23,
"gross_sqft": 1172351,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.268,
"nearby_nodes": 5,
"network_redundancy_score": 0.378,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -115409,
"annualized_revenue_impact_usd": -168328,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 551298,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -0.75,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.5
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.16
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.414,
"demand_pressure": 0.549,
"entitlement_friction": 0.268,
"labor_shortage": 0.696,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103664",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:48:00Z",
"trace_id": "691ed703-b84e-4e72-925f-95c5f732fdaa"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.333,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.185,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.52,
"battery_mwh": 3.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-07AD4F25D1",
"grid_service_limit_mw": 9.87,
"gross_sqft": 1257980,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.444,
"nearby_nodes": 6,
"network_redundancy_score": 0.425,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 23986,
"annualized_revenue_impact_usd": 31334,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 538294,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.09
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.514,
"demand_pressure": 0.603,
"entitlement_friction": 0.444,
"labor_shortage": 0.711,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-103665",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "a6f5d47f-0d36-4c29-9608-163234bb16f9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.032,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.3,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.21,
"battery_mwh": 3.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-4FCE478BCE",
"grid_service_limit_mw": 8.19,
"gross_sqft": 446563,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.561,
"nearby_nodes": 7,
"network_redundancy_score": 0.838,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -111990,
"annualized_revenue_impact_usd": -183742,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 451970,
"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -0.56,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.39
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.159,
"demand_pressure": 0.41,
"entitlement_friction": 0.561,
"labor_shortage": 0.697,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-103666",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:29:00Z",
"trace_id": "c692b437-fa7b-4110-a3f8-3d6c07035d1b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.361,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.21,
"battery_mwh": 10.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-97701307BA",
"grid_service_limit_mw": 22.15,
"gross_sqft": 683202,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.219,
"nearby_nodes": 7,
"network_redundancy_score": 0.443,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 86.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.62,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.3,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 5.83,
"tenant_expansion_probability": 0.717
} | {
"annualized_noi_impact_usd": 195409,
"annualized_revenue_impact_usd": 252432,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 468399,
"expansion_capture_probability_post_event": 0.688,
"lease_rate_change_pct": 4.42,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.72
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.455,
"demand_pressure": 0.691,
"entitlement_friction": 0.219,
"labor_shortage": 0.802,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-103667",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:55:00Z",
"trace_id": "bac47528-5ba6-4f69-afc7-61f8f7ca5246"
} | {
"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": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.176,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.123,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.79,
"battery_mwh": 11.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-787F4FFCD4",
"grid_service_limit_mw": 11.6,
"gross_sqft": 1173619,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.599,
"nearby_nodes": 3,
"network_redundancy_score": 0.734,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": 3677,
"annualized_revenue_impact_usd": 5604,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 563504,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.58
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.357,
"demand_pressure": 0.576,
"entitlement_friction": 0.599,
"labor_shortage": 0.905,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103668",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "a9d27743-4d27-4354-9ff0-4260e903f399"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.45,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.5,
"battery_mwh": 6.63,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-A63465DCA1",
"grid_service_limit_mw": 15.86,
"gross_sqft": 1247850,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.365,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.328,
"nearby_nodes": 2,
"network_redundancy_score": 0.536,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 88.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.11,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 93812,
"annualized_revenue_impact_usd": 120842,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 439267,
"expansion_capture_probability_post_event": 0.56,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.45
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.551,
"capital_availability": 0.365,
"demand_pressure": 0.82,
"entitlement_friction": 0.328,
"labor_shortage": 0.643,
"portfolio_tightness": 0.313,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103669",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "5871be25-d99b-468b-940c-207ffd653ae3"
} | {
"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": 7.9,
"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": 0.183,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.62,
"battery_mwh": 11.34,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-ECAE0F54B5",
"grid_service_limit_mw": 15.06,
"gross_sqft": 961717,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.47,
"nearby_nodes": 6,
"network_redundancy_score": 0.88,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 198... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pc... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
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"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -80347,
"annualized_revenue_impact_usd": -136201,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 503102,
"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -1.4,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.08
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.602,
"demand_pressure": 0.503,
"entitlement_friction": 0.47,
"labor_shortage": 0.8,
"portfolio_tightness": 0.445,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103670",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:24:00Z",
"trace_id": "a377fbaa-cb01-49b5-873e-9a498364b68d"
} | {
"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",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.33,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 5.13,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-6159E4CD8B",
"grid_service_limit_mw": 14.91,
"gross_sqft": 603442,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.145,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.478,
"nearby_nodes": 5,
"network_redundancy_score": 0.427,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
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"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": 1.7,
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} | {
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"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -1.4,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
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{
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"score": 30.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.41
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.644,
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"labor_shortage": 0.562,
"portfolio_tightness": 0.327,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103671",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:17:00Z",
"trace_id": "ea4a3211-2653-4380-9a94-139cca5ce869"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 10.62,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C07795E8DF",
"grid_service_limit_mw": 10.58,
"gross_sqft": 209479,
"infill_site": true,
"lease_expiry_months": 63,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.654,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fil... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 0.91,
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"service_penalty_risk_... | {
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{
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"score": 39.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.56
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.117,
"demand_pressure": 0.671,
"entitlement_friction": 0.529,
"labor_shortage": 1,
"portfolio_tightness": 0.543,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103672",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:41:00Z",
"trace_id": "12a914a9-e5de-491d-9060-381f72973caf"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.296,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 10,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-77DB2CBF47",
"grid_service_limit_mw": 9.44,
"gross_sqft": 928565,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.217,
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"cross_node_rebalancing_capacity_pct": 0.065,
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"nearby_nodes": 5,
"network_redundancy_score": 0.595,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.47,
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.14
} | {
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"decision_horizon_days": 30,
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"lease_rate_change_pct": -3.35,
"occupancy_shift": -0.009,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.93
},
{
"action": "defer_noncrit... | {
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"capital_availability": 0.217,
"demand_pressure": 0.381,
"entitlement_friction": 0.276,
"labor_shortage": 1,
"portfolio_tightness": 0.644,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-103673",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:37:00Z",
"trace_id": "1289d0df-5f14-4c55-9d8f-faf94518c0d7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 10.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-FFA95AFC08",
"grid_service_limit_mw": 17.39,
"gross_sqft": 817118,
"infill_site": true,
"lease_expiry_months": 33,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.319,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 88.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 89.5,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 4.65,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0.69... | {
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"decision_horizon_days": 30,
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"lease_rate_change_pct": 3.27,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.76
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.757,
"entitlement_friction": 0.319,
"labor_shortage": 0.767,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103674",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:34:00Z",
"trace_id": "1f2506c4-1d2c-481c-9f15-f6b0051af206"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.55,
"battery_mwh": 2.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-EC168CB834",
"grid_service_limit_mw": 14.59,
"gross_sqft": 626616,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.715,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.678,
"nearby_nodes": 2,
"network_redundancy_score": 0.384,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -36379,
"annualized_revenue_impact_usd": -56411,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 625986,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.82,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.58
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.303,
"capital_availability": 0.715,
"demand_pressure": 0.562,
"entitlement_friction": 0.678,
"labor_shortage": 0.769,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-103675",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:54:00Z",
"trace_id": "87149cf0-0893-46ed-a074-bbb4ca5f413f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.331,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.7,
"battery_mwh": 4.84,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-390BB93F2F",
"grid_service_limit_mw": 13.4,
"gross_sqft": 795307,
"infill_site": false,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0.73,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.641,
"nearby_nodes": 4,
"network_redundancy_score": 0.693,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 1635,
"annualized_revenue_impact_usd": 2294,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 604406,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": -0.43,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.28
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.73,
"demand_pressure": 0.667,
"entitlement_friction": 0.641,
"labor_shortage": 1,
"portfolio_tightness": 0.544,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103676",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "e5c8814d-9a14-4b9d-83a2-10c0b1f33d15"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.096,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.289,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.6,
"battery_mwh": 10.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-3AA33D1201",
"grid_service_limit_mw": 22.09,
"gross_sqft": 1386907,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.239,
"nearby_nodes": 8,
"network_redundancy_score": 0.699,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 617044... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 79.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -262764,
"annualized_revenue_impact_usd": -431374,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 550516,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -1.99,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.49
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.451,
"demand_pressure": 0.313,
"entitlement_friction": 0.239,
"labor_shortage": 0.66,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103677",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "c87c8e4f-95d3-4742-8460-13e71f969180"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.138,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.53,
"battery_mwh": 8.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-D7FEEDC58B",
"grid_service_limit_mw": 23.93,
"gross_sqft": 1039806,
"infill_site": false,
"lease_expiry_months": 20,... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.186,
"nearby_nodes": 2,
"network_redundancy_score": 0.817,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": -72874,
"annualized_revenue_impact_usd": -96950,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 461961,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.42
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.518,
"demand_pressure": 0.507,
"entitlement_friction": 0.186,
"labor_shortage": 0.899,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103678",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:20:00Z",
"trace_id": "229bd42b-bebf-44b7-b909-9a90d43e14df"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.59,
"battery_mwh": 1.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-B702EB00D0",
"grid_service_limit_mw": 9.71,
"gross_sqft": 1217646,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.332,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.602,
"nearby_nodes": 3,
"network_redundancy_score": 0.38,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1079... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.9,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -207486,
"annualized_revenue_impact_usd": -309241,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 585306,
"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -0.9,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.91
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0.332,
"demand_pressure": 0.395,
"entitlement_friction": 0.602,
"labor_shortage": 1,
"portfolio_tightness": 0.663,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103679",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:56:00Z",
"trace_id": "3d8a0082-8188-43d6-8d88-1c46b1b91455"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.259,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.22,
"battery_mwh": 7.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-0C6B6405C9",
"grid_service_limit_mw": 10.05,
"gross_sqft": 1259692,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.535,
"nearby_nodes": 8,
"network_redundancy_score": 0.502,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": 63933,
"annualized_revenue_impact_usd": 102109,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 537652,
"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.87
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.863,
"capital_availability": 0.334,
"demand_pressure": 0.683,
"entitlement_friction": 0.535,
"labor_shortage": 1,
"portfolio_tightness": 0.641,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-103680",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "fa8a9573-bae1-478d-ace4-7eb482ff7174"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.265,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.327,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.6,
"battery_mwh": 2.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 29,
"facility_id": "FAC-4D3753A272",
"grid_service_limit_mw": 15.36,
"gross_sqft": 291274,
"infill_site": true,
"lease_expiry_months": 52,
"occupa... | {
"capital_availability": 0.614,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.377,
"nearby_nodes": 7,
"network_redundancy_score": 0.337,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": -24275,
"annualized_revenue_impact_usd": -34452,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 501490,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": 1.05,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.02
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0.614,
"demand_pressure": 0.576,
"entitlement_friction": 0.377,
"labor_shortage": 0.632,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103681",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "57ef3c93-002c-4fdb-b22c-71e2c0ac5b28"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.377,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 1.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-338574E7C3",
"grid_service_limit_mw": 8.76,
"gross_sqft": 744795,
"infill_site": false,
"lease_expiry_months": 27,
"... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.704,
"nearby_nodes": 8,
"network_redundancy_score": 0.82,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 203199,
"annualized_revenue_impact_usd": 348570,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 666679,
"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 59.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.07
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.49,
"demand_pressure": 0.579,
"entitlement_friction": 0.704,
"labor_shortage": 0.865,
"portfolio_tightness": 0.614,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103682",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:34:00Z",
"trace_id": "63ad4360-31f1-42fa-9244-36a1e4e60953"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": 0.264,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.177,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.72,
"battery_mwh": 10.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-275DA9DB4F",
"grid_service_limit_mw": 12.44,
"gross_sqft": 763931,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.664,
"nearby_nodes": 2,
"network_redundancy_score": 0.531,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": -0.28,
"tenant_expansion_probability": 0.37... | {
"annualized_noi_impact_usd": -46720,
"annualized_revenue_impact_usd": -67207,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 616738,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -2.17,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.98
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0.127,
"demand_pressure": 0.474,
"entitlement_friction": 0.664,
"labor_shortage": 0.841,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103683",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:40:00Z",
"trace_id": "9ff78d80-7e19-4589-a21c-67e1fb04c09f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.305,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.18,
"battery_mwh": 5.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-BC1EF78C5C",
"grid_service_limit_mw": 19.48,
"gross_sqft": 820489,
"infill_site": false,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.282,
"nearby_nodes": 6,
"network_redundancy_score": 0.73,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 712271... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 1.56,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
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"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -65068,
"annualized_revenue_impact_usd": -97709,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 722064,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 0.16,
"occupancy_shift": -0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.93
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.4
},
{
"action": "sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.802,
"capital_availability": 0,
"demand_pressure": 0.534,
"entitlement_friction": 0.282,
"labor_shortage": 0.855,
"portfolio_tightness": 0.398,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103684",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:49:00Z",
"trace_id": "7b0d6175-ed87-49ee-aa11-1c3fe59b24d0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.42,
"battery_mwh": 2.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-A10768036C",
"grid_service_limit_mw": 21.31,
"gross_sqft": 798311,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.108,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.294,
"nearby_nodes": 2,
"network_redundancy_score": 0.65,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.397
} | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 516270,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.34
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.759,
"entitlement_friction": 0.294,
"labor_shortage": 0.584,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-103685",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "a1edb0ef-eb53-487b-95e7-de196f5788d7"
} | {
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"environment": "production_portfolio",
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 3.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-D3B8926DD9",
"grid_service_limit_mw": 12.31,
"gross_sqft": 700471,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.487,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 81.9,
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"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
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"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -0.66,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
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{
"action": "defer_noncritical_projects",
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"score": 33.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.99
},
{
"action": "rebalance... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-103686",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:05:00Z",
"trace_id": "effd1077-522c-4d0d-84b5-e0940dce03e5"
} | {
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.26,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a",
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"dock_doors": 83,
"facility_id": "FAC-A162CEB698",
"grid_service_limit_mw": 9.16,
"gross_sqft": 833977,
"infill_site": true,
"lease_expiry_months": 10,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.678,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.4,
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"power_load_pct_of_service_limit": 62.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.265... | {
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"lease_rate_change_pct": -0.58,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
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{
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},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 24.22
},
{
"action": ... | {
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"demand_pressure": 0.459,
"entitlement_friction": 0.598,
"labor_shortage": 0.594,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103687",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:31:00Z",
"trace_id": "a4d96bfd-365d-4f54-b819-d8d5ec64dc7a"
} | {
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"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"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.26,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 17.08,
"gross_sqft": 1184979,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.499,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 2.33,
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... | {
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"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
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"score": 34.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.76
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.824,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-103688",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "cda19d6f-5a0e-418a-b136-31948eaf9a4a"
} | {
"airport_proximity_km": 71,
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 4.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-D96F10CEF3",
"grid_service_limit_mw": 8.26,
"gross_sqft": 974907,
"infill_site": true,
"lease_expiry_months": 71,
"... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.687,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.45,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
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"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 1.71,
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} | {
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"lease_rate_change_pct": -0.18,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 40.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.689,
"entitlement_friction": 0.839,
"labor_shortage": 0.837,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-103689",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:23:00Z",
"trace_id": "0e481e74-9f8b-4ad2-8b21-e7740a59217e"
} | {
"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"
} | {
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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": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.127,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.171,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.31,
"battery_mwh": 5.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-69E6486C4D",
"grid_service_limit_mw": 8.11,
"gross_sqft": 569089,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.484,
"nearby_nodes": 3,
"network_redundancy_score": 0.575,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 181... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.439
} | {
"annualized_noi_impact_usd": 36837,
"annualized_revenue_impact_usd": 47646,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 606288,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.18
},
{
"action": "deploy_peak_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.354,
"demand_pressure": 0.512,
"entitlement_friction": 0.484,
"labor_shortage": 0.628,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-103690",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:31:00Z",
"trace_id": "cb472545-285e-4478-be04-3d8fb28bee2d"
} | {
"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",
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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": "250m_500m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 11.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-380F728951",
"grid_service_limit_mw": 22.6,
"gross_sqft": 312793,
"infill_site": true,
"lease_expiry_months": 43,
"... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.11,
"nearby_nodes": 5,
"network_redundancy_score": 0.661,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -106467,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 603054,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -0.73,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.96
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.56
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.112,
"demand_pressure": 0.387,
"entitlement_friction": 0.11,
"labor_shortage": 0.719,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-103691",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "3476c754-3015-4f60-a6d5-f669213c6435"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 9.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-B7A815DBD5",
"grid_service_limit_mw": 14.44,
"gross_sqft": 1031745,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.408,
"nearby_nodes": 4,
"network_redundancy_score": 0.423,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 206915... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.168... | {
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"annualized_revenue_impact_usd": -334230,
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"decision_horizon_days": 30,
"estimated_capex_usd": 637734,
"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -1.47,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.53
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.334,
"demand_pressure": 0.519,
"entitlement_friction": 0.408,
"labor_shortage": 0.628,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-103692",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "b1da9823-ef57-45b4-95fa-6098a9580c6d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.289,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.2,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.29,
"battery_mwh": 3.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-8D2C4D19B1",
"grid_service_limit_mw": 18.71,
"gross_sqft": 1173962,
"infill_site": true,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.594,
"nearby_nodes": 7,
"network_redundancy_score": 0.349,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.494
} | {
"annualized_noi_impact_usd": -4000,
"annualized_revenue_impact_usd": -5780,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 503540,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 0.92,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.59
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.245,
"demand_pressure": 0.406,
"entitlement_friction": 0.594,
"labor_shortage": 0.906,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103693",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:30:00Z",
"trace_id": "93e57912-5f2d-4e81-abba-0abbbf53cba3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.315,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.55,
"battery_mwh": 2.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-CC1CAD95DC",
"grid_service_limit_mw": 12.35,
"gross_sqft": 754018,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.499,
"nearby_nodes": 4,
"network_redundancy_score": 0.461,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 70... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 86.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.86,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 3808,
"annualized_revenue_impact_usd": 6516,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 776770,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.7
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.82
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.515,
"demand_pressure": 0.641,
"entitlement_friction": 0.499,
"labor_shortage": 0.925,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-103694",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:39:00Z",
"trace_id": "33cb4cb1-3157-4030-af82-3ac21a143e20"
} | {
"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": 8.4,
"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": 0.127,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.276,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.68,
"battery_mwh": 5.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-CE67F0CD36",
"grid_service_limit_mw": 14.5,
"gross_sqft": 717139,
"infill_site": false,
"lease_expiry_months": 28,
"occup... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.573,
"nearby_nodes": 7,
"network_redundancy_score": 0.371,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -164782,
"annualized_revenue_impact_usd": -283516,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 739991,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.69
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.569,
"demand_pressure": 0.375,
"entitlement_friction": 0.573,
"labor_shortage": 0.739,
"portfolio_tightness": 0.673,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-103695",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:36:00Z",
"trace_id": "4dc4bd88-3163-4e81-b2da-87ac6fad1b0f"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.242,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.362,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.74,
"battery_mwh": 4.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-5CBACDD726",
"grid_service_limit_mw": 23.03,
"gross_sqft": 1122811,
"infill_site": true,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.709,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.448,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.656,
"nearby_nodes": 7,
"network_redundancy_score": 0.397,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": -0.07,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": -29784,
"annualized_revenue_impact_usd": -45588,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 415399,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": -1.03,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.709,
"demand_pressure": 0.504,
"entitlement_friction": 0.656,
"labor_shortage": 0.594,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103696",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:09:00Z",
"trace_id": "155c0889-ca59-4d98-9fc8-444969876017"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.161,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.51,
"battery_mwh": 8.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-331BD2A193",
"grid_service_limit_mw": 15.56,
"gross_sqft": 641015,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.74,
"nearby_nodes": 5,
"network_redundancy_score": 0.655,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 81.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -239270,
"annualized_revenue_impact_usd": -400739,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 831013,
"expansion_capture_probability_post_event": 0.149,
"lease_rate_change_pct": -1.89,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.43
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.368,
"demand_pressure": 0.407,
"entitlement_friction": 0.74,
"labor_shortage": 0.957,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-103697",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:50:00Z",
"trace_id": "1245f10d-14e6-4b2f-90df-a6bec269d993"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"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": 0.434,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.034,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.71,
"battery_mwh": 3.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-3CDD7F911C",
"grid_service_limit_mw": 14.26,
"gross_sqft": 1030200,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.217,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.435,
"nearby_nodes": 2,
"network_redundancy_score": 0.744,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 191363,
"annualized_revenue_impact_usd": 265240,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 491104,
"expansion_capture_probability_post_event": 0.555,
"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 59.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.15
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.458,
"capital_availability": 0.217,
"demand_pressure": 0.673,
"entitlement_friction": 0.435,
"labor_shortage": 0.996,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-103698",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "6c646678-e5e2-446a-9391-22f2cd59106a"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.013,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.31,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 3.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-2A6FDB91D3",
"grid_service_limit_mw": 12.6,
"gross_sqft": 786962,
"infill_site": false,
"lease_expiry_months": 23,
"occup... | {
"capital_availability": 0.909,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.794,
"nearby_nodes": 6,
"network_redundancy_score": 0.472,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 79.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -158557,
"annualized_revenue_impact_usd": -207591,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 686308,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -2.35,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.46
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.05
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.467,
"capital_availability": 0.909,
"demand_pressure": 0.291,
"entitlement_friction": 0.794,
"labor_shortage": 0.875,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-103699",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:20:00Z",
"trace_id": "5d6bfbc1-4874-4adf-85c3-f0e5fc406f78"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.38,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.51,
"battery_mwh": 11.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-7F9A1251C2",
"grid_service_limit_mw": 20.41,
"gross_sqft": 803514,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.785,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.744,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.259,
"nearby_nodes": 5,
"network_redundancy_score": 0.793,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 97.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 5.27,
"rent_growth_90d_pct": 7.19,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 137662,
"annualized_revenue_impact_usd": 209975,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 539801,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 5.42,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.77
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.685,
"capital_availability": 0.785,
"demand_pressure": 0.895,
"entitlement_friction": 0.259,
"labor_shortage": 0.509,
"portfolio_tightness": 0.57,
"... |
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