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": 0.814,
"id": "FORGE-104300",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:33:00Z",
"trace_id": "5d80fdbd-511e-4941-a79a-cd7631d86d8d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.28,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.329,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.59,
"battery_mwh": 3.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-D59900127D",
"grid_service_limit_mw": 10.06,
"gross_sqft": 1058666,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.69,
"nearby_nodes": 8,
"network_redundancy_score": 0.377,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 110... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.98,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 215711,
"annualized_revenue_impact_usd": 353363,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 652373,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 2.71,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.43
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.69
},
{
"action": "delay_spec_development",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.427,
"demand_pressure": 0.409,
"entitlement_friction": 0.69,
"labor_shortage": 0.705,
"portfolio_tightness": 0.593,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104301",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:54:00Z",
"trace_id": "cf07bf61-ba1d-4e03-a307-477187e4068a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.179,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.335,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.68,
"battery_mwh": 6.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-3ADACD80E3",
"grid_service_limit_mw": 10.44,
"gross_sqft": 944614,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.515,
"nearby_nodes": 7,
"network_redundancy_score": 0.801,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": -249455,
"annualized_revenue_impact_usd": -335790,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 540137,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -0.79,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.61
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.57
},
{
"action": "hold_service_levels_flat",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.41,
"demand_pressure": 0.466,
"entitlement_friction": 0.515,
"labor_shortage": 0.794,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104302",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:20:00Z",
"trace_id": "37d68992-59d9-4a97-8766-bcdf7444e026"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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,
"growth_rate": 0.093,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.12,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 1.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-D47FA04079",
"grid_service_limit_mw": 16.98,
"gross_sqft": 579669,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.036,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.59,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.288,
"nearby_nodes": 5,
"network_redundancy_score": 0.486,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -127951,
"annualized_revenue_impact_usd": -183928,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 692153,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.56
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.737,
"capital_availability": 0.036,
"demand_pressure": 0.352,
"entitlement_friction": 0.288,
"labor_shortage": 0.772,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-104303",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:55:00Z",
"trace_id": "5f3bc5da-c17d-458e-aac7-5ef6f988b11d"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.244,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.043,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 4.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-B6CE0E857F",
"grid_service_limit_mw": 14.38,
"gross_sqft": 539629,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.376,
"nearby_nodes": 5,
"network_redundancy_score": 0.313,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 61380,
"annualized_revenue_impact_usd": 80256,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 444513,
"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.037,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.92
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.178,
"capital_availability": 0.48,
"demand_pressure": 0.687,
"entitlement_friction": 0.376,
"labor_shortage": 0.79,
"portfolio_tightness": 0.493,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-104304",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "7b0c6bf9-1422-4326-aab0-6be8ba314593"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.77,
"battery_mwh": 0.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E5211F8900",
"grid_service_limit_mw": 18.43,
"gross_sqft": 184955,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.342,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.214,
"nearby_nodes": 4,
"network_redundancy_score": 0.645,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 58... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 83.4,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -15522,
"annualized_revenue_impact_usd": -25775,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 463027,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": 0.16,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.41
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.404,
"capital_availability": 0.287,
"demand_pressure": 0.537,
"entitlement_friction": 0.214,
"labor_shortage": 0.672,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-104305",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:35:00Z",
"trace_id": "261e6319-b800-4994-af1d-41f66d7ff449"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.195,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.42,
"battery_mwh": 4.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-BEEB91F42D",
"grid_service_limit_mw": 7.1,
"gross_sqft": 1013186,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.309,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.698,
"nearby_nodes": 7,
"network_redundancy_score": 0.612,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.2,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -21955,
"annualized_revenue_impact_usd": -29424,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 563443,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": -0.4,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "secure_pop_up_capacity",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.773,
"capital_availability": 0.309,
"demand_pressure": 0.622,
"entitlement_friction": 0.698,
"labor_shortage": 0.893,
"portfolio_tightness": 0.608,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104306",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:37:00Z",
"trace_id": "8e9f85f4-6838-4f87-92f4-cd658f359749"
} | {
"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": 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": false,
"growth_rate": 0.188,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 7.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-24F9E84D1F",
"grid_service_limit_mw": 20.89,
"gross_sqft": 1344925,
"infill_site": false,
"lease_expiry_months": 55,
"o... | {
"capital_availability": 0.779,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.644,
"nearby_nodes": 7,
"network_redundancy_score": 0.712,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 106709... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 81.3,
"event_name": "SORTATION_BACKUP",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -63214,
"annualized_revenue_impact_usd": -83368,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 495029,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.3
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.779,
"demand_pressure": 0.432,
"entitlement_friction": 0.644,
"labor_shortage": 0.697,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-104307",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:01:00Z",
"trace_id": "9982db61-50bd-4b6a-a1ff-4c826c6b1b4b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.271,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.407,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.37,
"battery_mwh": 5.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-D45225525C",
"grid_service_limit_mw": 14.82,
"gross_sqft": 636700,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.221,
"nearby_nodes": 8,
"network_redundancy_score": 0.659,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 87.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 4.42,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 46958,
"annualized_revenue_impact_usd": 68732,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 457039,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 3.05,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.55
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.442,
"demand_pressure": 0.717,
"entitlement_friction": 0.221,
"labor_shortage": 0.624,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-104308",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:03:00Z",
"trace_id": "8c3b29d9-5da1-41c7-a59a-bc8946c84baa"
} | {
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.21,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 5.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-0590BA2D44",
"grid_service_limit_mw": 16.97,
"gross_sqft": 930471,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.533,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.735,
"nearby_nodes": 5,
"network_redundancy_score": 0.826,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 685200... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": -1.01,
"rent_growth_90d_pct": -2.33,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -150309,
"annualized_revenue_impact_usd": -255268,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 667791,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -3.56,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.84
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.533,
"demand_pressure": 0.34,
"entitlement_friction": 0.735,
"labor_shortage": 0.697,
"portfolio_tightness": 0.396,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104309",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:05:00Z",
"trace_id": "6964ced8-1c75-45a5-b6c7-ec8b8f336919"
} | {
"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": 8.5,
"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": 0.228,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.335,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.26,
"battery_mwh": 3.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-EC71B493E6",
"grid_service_limit_mw": 10.57,
"gross_sqft": 976779,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.383,
"nearby_nodes": 2,
"network_redundancy_score": 0.552,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 8122,
"annualized_revenue_impact_usd": 10492,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 447022,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.77
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.106,
"demand_pressure": 0.812,
"entitlement_friction": 0.383,
"labor_shortage": 0.788,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-104310",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T08:00:00Z",
"trace_id": "2335040d-a3cf-47f8-8ed0-d35200cf9377"
} | {
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.076,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.505,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.7,
"battery_mwh": 3.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-F284029768",
"grid_service_limit_mw": 10.45,
"gross_sqft": 600569,
"infill_site": false,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.446,
"nearby_nodes": 3,
"network_redundancy_score": 0.468,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 64... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.30... | {
"annualized_noi_impact_usd": -150012,
"annualized_revenue_impact_usd": -228327,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 496958,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": 0.52,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.323,
"capital_availability": 0.536,
"demand_pressure": 0.458,
"entitlement_friction": 0.446,
"labor_shortage": 0.775,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104311",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:33:00Z",
"trace_id": "f69c26b7-610a-4047-bb2c-aef095be3ec3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.384,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.343,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.71,
"battery_mwh": 7.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-1DCAAF6575",
"grid_service_limit_mw": 20.64,
"gross_sqft": 665275,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.663,
"nearby_nodes": 4,
"network_redundancy_score": 0.877,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.591
} | {
"annualized_noi_impact_usd": 24146,
"annualized_revenue_impact_usd": 33950,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 611682,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.1
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.405,
"capital_availability": 0.387,
"demand_pressure": 0.656,
"entitlement_friction": 0.663,
"labor_shortage": 0.761,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-104312",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "592016d4-8651-44dd-9b7b-87a27b1a75bd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.13,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.314,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.41,
"battery_mwh": 2.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-100D3A34AA",
"grid_service_limit_mw": 9.62,
"gross_sqft": 778310,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.754,
"nearby_nodes": 3,
"network_redundancy_score": 0.553,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.7,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": -144081,
"annualized_revenue_impact_usd": -216996,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 646899,
"expansion_capture_probability_post_event": 0.195,
"lease_rate_change_pct": -1.69,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.56
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.594,
"demand_pressure": 0.349,
"entitlement_friction": 0.754,
"labor_shortage": 0.803,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104313",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:09:00Z",
"trace_id": "b62a28a3-8c9d-4501-9827-229594d2e618"
} | {
"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": 8.2,
"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": 0.053,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.71,
"battery_mwh": 0.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-4D2278096D",
"grid_service_limit_mw": 13.18,
"gross_sqft": 593845,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.363,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.365,
"nearby_nodes": 7,
"network_redundancy_score": 0.868,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 177... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -87278,
"annualized_revenue_impact_usd": -147615,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 562588,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -2.12,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.64
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.575,
"demand_pressure": 0.524,
"entitlement_friction": 0.365,
"labor_shortage": 0.677,
"portfolio_tightness": 0.328,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-104314",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T09:01:00Z",
"trace_id": "506c88f7-b87f-4acf-9ba0-01d7fe121297"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.15,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.203,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.25,
"battery_mwh": 12.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-12521EC762",
"grid_service_limit_mw": 14.12,
"gross_sqft": 1005281,
"infill_site": true,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.269,
"nearby_nodes": 4,
"network_redundancy_score": 0.408,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1096686,... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_... | {
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 0.26,
"tenant_expansion_probability": 0.283... | {
"annualized_noi_impact_usd": -85422,
"annualized_revenue_impact_usd": -141600,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 436684,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -1.53,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"action": "escalate_utili... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.767,
"capital_availability": 0.45,
"demand_pressure": 0.457,
"entitlement_friction": 0.269,
"labor_shortage": 0.699,
"portfolio_tightness": 0.362,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-104315",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T08:06:00Z",
"trace_id": "97764097-ca51-4ae7-bb7b-dce67eec014a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.026,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.64,
"battery_mwh": 12.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-3FED8E2F17",
"grid_service_limit_mw": 13.64,
"gross_sqft": 995314,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.664,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.714,
"nearby_nodes": 4,
"network_redundancy_score": 0.857,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.137
} | {
"annualized_noi_impact_usd": -412828,
"annualized_revenue_impact_usd": -684224,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 709959,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.9,
"occupancy_shift": -0.02,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.02
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.514,
"capital_availability": 0.664,
"demand_pressure": 0.362,
"entitlement_friction": 0.714,
"labor_shortage": 0.901,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104316",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:30:00Z",
"trace_id": "9fb17123-7bbb-4644-859e-7a9c6c1e0905"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.039,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.18,
"battery_mwh": 6.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-23FCBAF791",
"grid_service_limit_mw": 22.38,
"gross_sqft": 836597,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.375,
"nearby_nodes": 3,
"network_redundancy_score": 0.315,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 729661,... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 79.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": -0.01,
"rent_growth_90d_pct": 0.09,
"tenant_expansion_probability": 0.152
} | {
"annualized_noi_impact_usd": -198510,
"annualized_revenue_impact_usd": -289796,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 480745,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -2.94,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.27
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.06,
"demand_pressure": 0.341,
"entitlement_friction": 0.375,
"labor_shortage": 0.711,
"portfolio_tightness": 0.407,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-104317",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:56:00Z",
"trace_id": "c70a3602-f137-4e51-be46-b4bd50e3d5da"
} | {
"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": 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": 0.398,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.095,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.58,
"battery_mwh": 5.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-4695AB9589",
"grid_service_limit_mw": 11.73,
"gross_sqft": 635363,
"infill_site": false,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.712,
"nearby_nodes": 7,
"network_redundancy_score": 0.472,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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",
"forecast... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 22368,
"annualized_revenue_impact_usd": 30249,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 654038,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.24
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.29
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.589,
"demand_pressure": 0.626,
"entitlement_friction": 0.712,
"labor_shortage": 0.593,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-104318",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T09:27:00Z",
"trace_id": "1127072e-a5be-4d48-bde4-103f6db89ef4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"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": 0.413,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.73,
"battery_mwh": 4.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-6E18B4C577",
"grid_service_limit_mw": 13.16,
"gross_sqft": 677017,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.402,
"nearby_nodes": 8,
"network_redundancy_score": 0.353,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.676
... | {
"annualized_noi_impact_usd": 107238,
"annualized_revenue_impact_usd": 144662,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 615808,
"expansion_capture_probability_post_event": 0.627,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.93
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.719,
"capital_availability": 0.324,
"demand_pressure": 0.644,
"entitlement_friction": 0.402,
"labor_shortage": 0.684,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104319",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:07:00Z",
"trace_id": "95bbc39b-7289-4d78-845b-c68b149a5968"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.142,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.53,
"battery_mwh": 5.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-CA12934D3B",
"grid_service_limit_mw": 8.48,
"gross_sqft": 754349,
"infill_site": false,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.262,
"nearby_nodes": 2,
"network_redundancy_score": 0.655,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 172524... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.82,
"tenant_expansion_probability": 0.298
} | {
"annualized_noi_impact_usd": -155286,
"annualized_revenue_impact_usd": -266469,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 595488,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": 1.2,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.68
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.87,
"capital_availability": 0,
"demand_pressure": 0.438,
"entitlement_friction": 0.262,
"labor_shortage": 0.809,
"portfolio_tightness": 0.723,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104320",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:46:00Z",
"trace_id": "f9667137-8140-477d-b2fb-b61a9d965f12"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.028,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.152,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 11.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-D3D574D544",
"grid_service_limit_mw": 9.51,
"gross_sqft": 1339444,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.409,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.655,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.839,
"nearby_nodes": 5,
"network_redundancy_score": 0.564,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -508524,
"annualized_revenue_impact_usd": -825741,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 670567,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -1.95,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.07
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.409,
"demand_pressure": 0.41,
"entitlement_friction": 0.839,
"labor_shortage": 0.753,
"portfolio_tightness": 0.583,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-104321",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T03:41:00Z",
"trace_id": "71dda1f4-4ef3-4314-af09-1cdd160f0d9b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.171,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 0.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-8823F98751",
"grid_service_limit_mw": 12.32,
"gross_sqft": 910532,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.213,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.402,
"nearby_nodes": 6,
"network_redundancy_score": 0.753,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 81.2,
"event_name": "TEMP_DELTA_ALERT",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -0.39,
"tenant_expansion_probability": 0.29
... | {
"annualized_noi_impact_usd": -95709,
"annualized_revenue_impact_usd": -153560,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 665190,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -2.38,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.47
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.74,
"capital_availability": 0.213,
"demand_pressure": 0.439,
"entitlement_friction": 0.402,
"labor_shortage": 0.799,
"portfolio_tightness": 0.368,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-104322",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T04:40:00Z",
"trace_id": "e4f62078-d727-4d2d-9acb-f2e5391da0fb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.429,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.51,
"battery_mwh": 12.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-1D9F2EA2FA",
"grid_service_limit_mw": 18.43,
"gross_sqft": 258870,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.264,
"nearby_nodes": 6,
"network_redundancy_score": 0.345,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 86.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.58,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
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"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 24007,
"annualized_revenue_impact_usd": 36947,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 486705,
"expansion_capture_probability_post_event": 0.59,
"lease_rate_change_pct": 3.03,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.833,
"capital_availability": 0.452,
"demand_pressure": 0.721,
"entitlement_friction": 0.264,
"labor_shortage": 0.665,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104323",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:30:00Z",
"trace_id": "ab6046d3-6bcc-4091-8c3d-6775cabb1c91"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.366,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.76,
"battery_mwh": 11.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-9EBB3BE8D7",
"grid_service_limit_mw": 13.29,
"gross_sqft": 512465,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.755,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.443,
"nearby_nodes": 2,
"network_redundancy_score": 0.435,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 86.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 60464,
"annualized_revenue_impact_usd": 81188,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 706135,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.64
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.72
},
{
"action": "hold_service_leve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.602,
"capital_availability": 0.755,
"demand_pressure": 0.712,
"entitlement_friction": 0.443,
"labor_shortage": 0.569,
"portfolio_tightness": 0.349,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-104324",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:26:00Z",
"trace_id": "4763845c-c3d1-4a7f-80e7-6f8dedb7437d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.026,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.305,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.61,
"battery_mwh": 11.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-14418A4EA4",
"grid_service_limit_mw": 14.18,
"gross_sqft": 1174561,
"infill_site": true,
"lease_expiry_months": 26,... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.513,
"nearby_nodes": 4,
"network_redundancy_score": 0.401,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.64,
"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",
"foreca... | {
"build_vs_buy_score": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": 53600,
"annualized_revenue_impact_usd": 76521,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 508548,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.51
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.628,
"demand_pressure": 0.476,
"entitlement_friction": 0.513,
"labor_shortage": 0.568,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-104325",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:04:00Z",
"trace_id": "e8c58cbf-94ab-4480-a6f4-3b535bba52a9"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.307,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.358,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.34,
"battery_mwh": 3.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-6ECCA3C374",
"grid_service_limit_mw": 9.56,
"gross_sqft": 1132757,
"infill_site": false,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.454,
"nearby_nodes": 2,
"network_redundancy_score": 0.785,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.922,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 4.81,
"tenant_expansion_probability":... | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 517955,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 39.49
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.99
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.685,
"demand_pressure": 0.657,
"entitlement_friction": 0.454,
"labor_shortage": 0.785,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-104326",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:49:00Z",
"trace_id": "815ee140-c89b-4e37-a92d-d11c26920fc9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 3.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-A5BEF2DB36",
"grid_service_limit_mw": 13.55,
"gross_sqft": 640312,
"infill_site": true,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.858,
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"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.514,
"nearby_nodes": 2,
"network_redundancy_score": 0.522,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16323... | [
{
"appointment_fill_pct": 84.3,
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"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.5,
"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": "high",
"forecas... | {
"build_vs_buy_score": 1.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 42320,
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"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 0.7,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 33.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.39
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.698,
"entitlement_friction": 0.514,
"labor_shortage": 0.769,
"portfolio_tightness": 0.403,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-104327",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:57:00Z",
"trace_id": "608fe5d7-9d3b-41d5-a326-81c4dcf2ea5f"
} | {
"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": [
{
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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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 4.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-60FE5344A0",
"grid_service_limit_mw": 12.7,
"gross_sqft": 1200906,
"infill_site": false,
"lease_expiry_months": 36,
"oc... | {
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"cluster_utilization_pct": 0.962,
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"entitlement_friction": 0.464,
"nearby_nodes": 6,
"network_redundancy_score": 0.412,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": 147132,
"annualized_revenue_impact_usd": 190323,
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"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.48
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.63
},
{
"action": "delay_spec_development",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.377,
"demand_pressure": 0.498,
"entitlement_friction": 0.464,
"labor_shortage": 0.861,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-104328",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:50:00Z",
"trace_id": "2f33b504-c55a-4edf-b74d-7bb6d2ef43ac"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.157,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.462,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.53,
"battery_mwh": 10.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-94185ADDC1",
"grid_service_limit_mw": 13.4,
"gross_sqft": 809921,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.655,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.276,
"nearby_nodes": 5,
"network_redundancy_score": 0.572,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 159844... | [
{
"appointment_fill_pct": 74.9,
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"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 0.02,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -119751,
"annualized_revenue_impact_usd": -196872,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.67
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.655,
"demand_pressure": 0.428,
"entitlement_friction": 0.276,
"labor_shortage": 0.857,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.891,
"id": "FORGE-104329",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:34:00Z",
"trace_id": "6e47e99c-aea2-4724-a5c5-e5d4c720ec67"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.383,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 1.28,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-E62053267E",
"grid_service_limit_mw": 10.08,
"gross_sqft": 1094285,
"infill_site": false,
"lease_expiry_months": 38,... | {
"capital_availability": 0.713,
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"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.551,
"nearby_nodes": 5,
"network_redundancy_score": 0.78,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 88.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 152128,
"annualized_revenue_impact_usd": 230800,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 534838,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.78
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.713,
"demand_pressure": 0.801,
"entitlement_friction": 0.551,
"labor_shortage": 0.866,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104330",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:47:00Z",
"trace_id": "dd033697-12f4-4c52-9812-c0ec8696aa3a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"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": 0.409,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.45,
"battery_mwh": 1.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-512C427B77",
"grid_service_limit_mw": 15.27,
"gross_sqft": 466644,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.79,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.711,
"nearby_nodes": 4,
"network_redundancy_score": 0.7,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 59.2,
"dock_utilization_pct": 90.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.868,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 5.46,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 159803,
"annualized_revenue_impact_usd": 210879,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 584155,
"expansion_capture_probability_post_event": 0.557,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.1
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.79,
"demand_pressure": 0.87,
"entitlement_friction": 0.711,
"labor_shortage": 0.995,
"portfolio_tightness": 0.657,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104331",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:44:00Z",
"trace_id": "8424b9ea-aab6-4691-b654-b7ac22a4adbb"
} | {
"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": 8.4,
"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": 0.017,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.22,
"battery_mwh": 2.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-0DBF9D0ECF",
"grid_service_limit_mw": 9.35,
"gross_sqft": 1019600,
"infill_site": false,
"lease_expiry_months": 59,
"oc... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.285,
"nearby_nodes": 6,
"network_redundancy_score": 0.463,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_p... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -479502,
"annualized_revenue_impact_usd": -634690,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 503719,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -2.72,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.1
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.541,
"demand_pressure": 0.444,
"entitlement_friction": 0.285,
"labor_shortage": 1,
"portfolio_tightness": 0.637,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-104332",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T03:51:00Z",
"trace_id": "2788c1b5-247a-4502-9719-cebe881dded9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.305,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.203,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.6,
"battery_mwh": 1.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-A85AD3D4F0",
"grid_service_limit_mw": 16.52,
"gross_sqft": 1294916,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.349,
"nearby_nodes": 3,
"network_redundancy_score": 0.442,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": 98184,
"annualized_revenue_impact_usd": 165520,
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"decision_horizon_days": 60,
"estimated_capex_usd": 398481,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 2.08,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.48
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.464,
"demand_pressure": 0.675,
"entitlement_friction": 0.349,
"labor_shortage": 0.921,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-104333",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:33:00Z",
"trace_id": "499b6c67-660f-4511-994f-268e467a5371"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.304,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.32,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.35,
"battery_mwh": 10.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-F7B897A7B4",
"grid_service_limit_mw": 22.12,
"gross_sqft": 1032549,
"infill_site": false,
"lease_expiry_months": 41... | {
"capital_availability": 0.206,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.53,
"nearby_nodes": 7,
"network_redundancy_score": 0.375,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1805539... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 86.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"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": "high",
"forecas... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 151499,
"annualized_revenue_impact_usd": 222857,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 497460,
"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.68
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.206,
"demand_pressure": 0.691,
"entitlement_friction": 0.53,
"labor_shortage": 0.658,
"portfolio_tightness": 0.466,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104334",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T04:54:00Z",
"trace_id": "3f043373-55ea-41f3-b485-e29f9ee630af"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.222,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.08,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.35,
"battery_mwh": 3.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-3B0C603385",
"grid_service_limit_mw": 27.59,
"gross_sqft": 1028690,
"infill_site": true,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.706,
"nearby_nodes": 2,
"network_redundancy_score": 0.405,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": 13468,
"annualized_revenue_impact_usd": 18572,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 723982,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.36
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.59
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.603,
"entitlement_friction": 0.706,
"labor_shortage": 0.853,
"portfolio_tightness": 0.481,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-104335",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:53:00Z",
"trace_id": "96558cff-1124-4940-ac18-14bd536c4f1d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.217,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.37,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.7,
"battery_mwh": 6.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-DB492ED946",
"grid_service_limit_mw": 6.75,
"gross_sqft": 936062,
"infill_site": false,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.328,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.706,
"nearby_nodes": 8,
"network_redundancy_score": 0.628,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 141... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.56,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.1,
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"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.473
... | {
"annualized_noi_impact_usd": 38603,
"annualized_revenue_impact_usd": 58638,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 496572,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": 0.16,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.76
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.85
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.763,
"entitlement_friction": 0.706,
"labor_shortage": 1,
"portfolio_tightness": 0.641,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-104336",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:26:00Z",
"trace_id": "642bff8a-3933-4051-bb47-7ffd7c302c6b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.365,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.75,
"battery_mwh": 6.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-A870F3B3D4",
"grid_service_limit_mw": 9.22,
"gross_sqft": 677978,
"infill_site": true,
"lease_expiry_months": 68,
"occup... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.806,
"nearby_nodes": 2,
"network_redundancy_score": 0.314,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 962... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_... | {
"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... | {
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"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 5.48,
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} | {
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"expansion_capture_probability_post_event": 0.454,
"lease_rate_change_pct": 2.73,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 40.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.04
},
{
"action": "activate_temp_... | {
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"capital_availability": 0.42,
"demand_pressure": 0.757,
"entitlement_friction": 0.806,
"labor_shortage": 1,
"portfolio_tightness": 0.697,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-104337",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:44:00Z",
"trace_id": "137e2f66-1e3c-4d49-8883-8dcef9687443"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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": 0.44,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.55,
"battery_mwh": 2.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-B2A7780C7A",
"grid_service_limit_mw": 23.83,
"gross_sqft": 1268971,
"infill_site": false,
"lease_expiry_months": 18,... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.141,
"nearby_nodes": 7,
"network_redundancy_score": 0.332,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 89.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"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": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
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"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 169274,
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"expansion_capture_probability_post_event": 0.535,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.58
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.333,
"demand_pressure": 0.867,
"entitlement_friction": 0.141,
"labor_shortage": 0.669,
"portfolio_tightness": 0.429,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.723,
"id": "FORGE-104338",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:22:00Z",
"trace_id": "8c33e13b-b109-4110-955a-bf457199b279"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"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": 0.095,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.3,
"battery_mwh": 1.13,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-C4BA84D2D2",
"grid_service_limit_mw": 8.93,
"gross_sqft": 1186331,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.528,
"nearby_nodes": 6,
"network_redundancy_score": 0.379,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.635,
"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": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": 142618,
"annualized_revenue_impact_usd": 230762,
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"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.09
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.63
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.368,
"demand_pressure": 0.396,
"entitlement_friction": 0.528,
"labor_shortage": 0.701,
"portfolio_tightness": 0.702,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-104339",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T03:44:00Z",
"trace_id": "2f04adad-9d66-4a0e-ad2b-1c69b0655b85"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.447,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.79,
"battery_mwh": 8.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-B5CBE4B1E7",
"grid_service_limit_mw": 24.63,
"gross_sqft": 979162,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.489,
"nearby_nodes": 7,
"network_redundancy_score": 0.433,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 117404... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.673
} | {
"annualized_noi_impact_usd": 95380,
"annualized_revenue_impact_usd": 142811,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 483380,
"expansion_capture_probability_post_event": 0.591,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.35
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.66,
"entitlement_friction": 0.489,
"labor_shortage": 0.66,
"portfolio_tightness": 0.402,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-104340",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:59:00Z",
"trace_id": "f55297dd-8cd3-40bf-9fe0-52737f2466d6"
} | {
"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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"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.355,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.168,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.61,
"battery_mwh": 2.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-020DB5C1F2",
"grid_service_limit_mw": 22.9,
"gross_sqft": 953046,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.197,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.617,
"nearby_nodes": 7,
"network_redundancy_score": 0.572,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 632037... | [
{
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"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill... | {
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"anomaly_score": 0.759,
"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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"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 89132,
"annualized_revenue_impact_usd": 119490,
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"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 39.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.01
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"demand_pressure": 0.604,
"entitlement_friction": 0.617,
"labor_shortage": 0.65,
"portfolio_tightness": 0.408,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-104341",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "1990a2b6-6604-4091-9610-e6e16250542b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 0.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-DA7303C249",
"grid_service_limit_mw": 15.02,
"gross_sqft": 860896,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.062,
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"nearby_nodes": 2,
"network_redundancy_score": 0.318,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_r... | {
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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": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability": 0.46
} | {
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"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 34.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.2
},
{
"action": "rebalance_carrier_mix",
"... | {
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"capital_availability": 0.241,
"demand_pressure": 0.691,
"entitlement_friction": 0.517,
"labor_shortage": 0.855,
"portfolio_tightness": 0.584,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-104342",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "27d86662-3abc-459b-ba94-776ac73145fa"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": false,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.455,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 2.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-AE74E8016F",
"grid_service_limit_mw": 8.98,
"gross_sqft": 876278,
"infill_site": true,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.074,
"cluster_utilization_pct": 0.878,
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"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.856,
"nearby_nodes": 7,
"network_redundancy_score": 0.816,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 629... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"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... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -454579,
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"estimated_capex_usd": 433187,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.45
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.074,
"demand_pressure": 0.431,
"entitlement_friction": 0.856,
"labor_shortage": 0.775,
"portfolio_tightness": 0.595,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-104343",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:01:00Z",
"trace_id": "6dfcd3a9-117f-4528-86f9-8747f1ca962a"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.52,
"battery_mwh": 5.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-FB689AF8FB",
"grid_service_limit_mw": 15.17,
"gross_sqft": 379928,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.698,
"nearby_nodes": 8,
"network_redundancy_score": 0.433,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": -0.7,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability": 0.229... | {
"annualized_noi_impact_usd": -71607,
"annualized_revenue_impact_usd": -111654,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 637888,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -2.19,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.6
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.26
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.253,
"demand_pressure": 0.354,
"entitlement_friction": 0.698,
"labor_shortage": 0.586,
"portfolio_tightness": 0.36,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.893,
"id": "FORGE-104344",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T04:42:00Z",
"trace_id": "0b734619-72d0-4b2e-a3d0-565a47b89d05"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.306,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.8,
"battery_mwh": 1.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-49DB87E0E1",
"grid_service_limit_mw": 21.49,
"gross_sqft": 898616,
"infill_site": false,
"lease_expiry_months": 54,
"occup... | {
"capital_availability": 0.774,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.375,
"nearby_nodes": 6,
"network_redundancy_score": 0.669,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.869,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.1,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -3660,
"annualized_revenue_impact_usd": -5552,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 718462,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.22
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.26
},
{
"action": "offer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.774,
"demand_pressure": 0.728,
"entitlement_friction": 0.375,
"labor_shortage": 0.888,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104345",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:53:00Z",
"trace_id": "fda5ba0e-d5e8-46f8-b0fa-64952b3ea13d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.21,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.207,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.28,
"battery_mwh": 3.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-873862BA28",
"grid_service_limit_mw": 18.74,
"gross_sqft": 998351,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.581,
"nearby_nodes": 5,
"network_redundancy_score": 0.489,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1514929,
... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": 0.05,
"tenant_expansion_probability": 0.373... | {
"annualized_noi_impact_usd": -82903,
"annualized_revenue_impact_usd": -120844,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 546354,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -1.07,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.87,
"capital_availability": 0,
"demand_pressure": 0.523,
"entitlement_friction": 0.581,
"labor_shortage": 0.617,
"portfolio_tightness": 0.378,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104346",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:16:00Z",
"trace_id": "5d606959-d829-479e-8088-0107b2727031"
} | {
"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": 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": false,
"growth_rate": 0.355,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.41,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.23,
"battery_mwh": 9.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-29E7665E4C",
"grid_service_limit_mw": 26.38,
"gross_sqft": 917846,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.687,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.737,
"nearby_nodes": 4,
"network_redundancy_score": 0.569,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 4.8,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 111077,
"annualized_revenue_impact_usd": 174512,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 503356,
"expansion_capture_probability_post_event": 0.495,
"lease_rate_change_pct": 3.33,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.73
},
{
"action": "delay_spec_dev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.687,
"demand_pressure": 0.735,
"entitlement_friction": 0.737,
"labor_shortage": 0.592,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-104347",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:24:00Z",
"trace_id": "e8ebb301-1585-4d77-a2d1-4a212892ef21"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.44,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.61,
"battery_mwh": 8.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-33749D7B94",
"grid_service_limit_mw": 24.48,
"gross_sqft": 555179,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.452,
"nearby_nodes": 5,
"network_redundancy_score": 0.535,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 78.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
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"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": -104404,
"annualized_revenue_impact_usd": -149043,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 489769,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.27
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.387,
"demand_pressure": 0.279,
"entitlement_friction": 0.452,
"labor_shortage": 0.815,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104348",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:11:00Z",
"trace_id": "a1b0553b-2ac6-4677-8e94-70bf84918d1b"
} | {
"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": 8.3,
"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": -0.016,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.62,
"battery_mwh": 1.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-3F5FAEFF47",
"grid_service_limit_mw": 10.72,
"gross_sqft": 587667,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.493,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.602,
"nearby_nodes": 8,
"network_redundancy_score": 0.866,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 78.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.37,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.134
} | {
"annualized_noi_impact_usd": -180234,
"annualized_revenue_impact_usd": -298390,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.38,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.41
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.493,
"demand_pressure": 0.259,
"entitlement_friction": 0.602,
"labor_shortage": 1,
"portfolio_tightness": 0.589,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-104349",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:06:00Z",
"trace_id": "735a12e1-ac29-4da7-89ea-762f706d6379"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.367,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.366,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.44,
"battery_mwh": 1.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-FF3C20CE7F",
"grid_service_limit_mw": 11.12,
"gross_sqft": 813630,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.562,
"nearby_nodes": 2,
"network_redundancy_score": 0.612,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 81... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.54,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 46987,
"annualized_revenue_impact_usd": 77617,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 319862,
"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.41
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.624,
"capital_availability": 0.134,
"demand_pressure": 0.629,
"entitlement_friction": 0.562,
"labor_shortage": 0.659,
"portfolio_tightness": 0.364,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-104350",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:41:00Z",
"trace_id": "faa892e6-c77a-4548-abe4-6f61c279aa4d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.223,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.68,
"battery_mwh": 10.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-B979F463A5",
"grid_service_limit_mw": 18.44,
"gross_sqft": 788532,
"infill_site": false,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.185,
"nearby_nodes": 6,
"network_redundancy_score": 0.41,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 175... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 0.81,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -17009,
"annualized_revenue_impact_usd": -29038,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 541853,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.65
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.692,
"capital_availability": 0.523,
"demand_pressure": 0.576,
"entitlement_friction": 0.185,
"labor_shortage": 0.846,
"portfolio_tightness": 0.308,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-104351",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:56:00Z",
"trace_id": "b76ce7b6-8fec-45ce-9a57-a3b3c74728cd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"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": 0.337,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.65,
"battery_mwh": 12.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-779D249E38",
"grid_service_limit_mw": 12.64,
"gross_sqft": 975285,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.574,
"nearby_nodes": 7,
"network_redundancy_score": 0.433,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 87.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.83,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 5.83,
"tenant_expansion_probability": 0.679
} | {
"annualized_noi_impact_usd": 342591,
"annualized_revenue_impact_usd": 443613,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 471303,
"expansion_capture_probability_post_event": 0.635,
"lease_rate_change_pct": 4.01,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.13
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.344,
"capital_availability": 0.247,
"demand_pressure": 0.711,
"entitlement_friction": 0.574,
"labor_shortage": 0.658,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104352",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:16:00Z",
"trace_id": "3eb64ea4-55b2-4751-ac2a-cc4f4f010a72"
} | {
"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": 8.2,
"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": 0.092,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.39,
"battery_mwh": 1.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-491CCEFB8F",
"grid_service_limit_mw": 22.68,
"gross_sqft": 550235,
"infill_site": true,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.503,
"nearby_nodes": 5,
"network_redundancy_score": 0.662,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 360062,... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": -12107,
"annualized_revenue_impact_usd": -18121,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 574778,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.47
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.634,
"capital_availability": 0.214,
"demand_pressure": 0.671,
"entitlement_friction": 0.503,
"labor_shortage": 0.781,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-104353",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T04:39:00Z",
"trace_id": "9713f694-2508-45ce-8d04-1c41ce098b49"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.24,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.426,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.26,
"battery_mwh": 10.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-E4A7834023",
"grid_service_limit_mw": 20.39,
"gross_sqft": 488081,
"infill_site": true,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.24,
"nearby_nodes": 4,
"network_redundancy_score": 0.859,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 85.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.1,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 3.65,
"rent_growth_90d_pct": 5.2,
"tenant_expansion_probability": 0.506
... | {
"annualized_noi_impact_usd": 47404,
"annualized_revenue_impact_usd": 63231,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 443551,
"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.93
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.2,
"demand_pressure": 0.645,
"entitlement_friction": 0.24,
"labor_shortage": 0.609,
"portfolio_tightness": 0.517,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-104354",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:09:00Z",
"trace_id": "1dd04611-28b0-4843-ac0e-1e3963f29711"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.399,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.26,
"battery_mwh": 5.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-386A8213BB",
"grid_service_limit_mw": 8.76,
"gross_sqft": 533163,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.328,
"nearby_nodes": 5,
"network_redundancy_score": 0.713,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 615... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 89.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"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": 2.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.46,
"rent_growth_90d_pct": 6.6,
"tenant_expansion_probability": 0.69... | {
"annualized_noi_impact_usd": 270556,
"annualized_revenue_impact_usd": 446127,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 539295,
"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 5.14,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.34
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.41,
"demand_pressure": 0.795,
"entitlement_friction": 0.328,
"labor_shortage": 0.832,
"portfolio_tightness": 0.665,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104355",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:49:00Z",
"trace_id": "45e77203-1c14-42b9-8473-d64d3dd0500b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.344,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.27,
"battery_mwh": 5.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-07AC0A18AC",
"grid_service_limit_mw": 13.31,
"gross_sqft": 405150,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.606,
"nearby_nodes": 2,
"network_redundancy_score": 0.311,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 181... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -1.66,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.34
},
{
"action": "defer_noncritical_projects",
"re... | {
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"capital_availability": 0,
"demand_pressure": 0.74,
"entitlement_friction": 0.606,
"labor_shortage": 0.794,
"portfolio_tightness": 0.445,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104356",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:49:00Z",
"trace_id": "8cf33f7c-3639-487c-bf5e-248dbc13e138"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.104,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 1.18,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-7033E730EE",
"grid_service_limit_mw": 13.25,
"gross_sqft": 1007231,
"infill_site": true,
"lease_expiry_months": 14,
"occ... | {
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"entitlement_friction": 0.628,
"nearby_nodes": 3,
"network_redundancy_score": 0.629,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.6,
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.966,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": -0.85,
"tenant_expansion_probabili... | {
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"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -3.66,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
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"score": 41.46
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.19
},
{
"action": "secure_pop_up_capac... | {
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"capital_availability": 0.585,
"demand_pressure": 0.331,
"entitlement_friction": 0.628,
"labor_shortage": 0.661,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-104357",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:09:00Z",
"trace_id": "963c83c3-6881-4fdc-8f5a-9b05ad577c63"
} | {
"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 0.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-751C80B5C4",
"grid_service_limit_mw": 21.68,
"gross_sqft": 1331236,
"infill_site": true,
"lease_expiry_months": 13,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.405,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2087669... | [
{
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"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.6,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -247490,
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"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
"action": "secure_pop_up_capacity",
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"score": 30.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.37
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.455,
"entitlement_friction": 0.58,
"labor_shortage": 0.685,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-104358",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:33:00Z",
"trace_id": "a215bd11-8097-4efa-8098-270a0798bc59"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.069,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 12.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-A31941C838",
"grid_service_limit_mw": 12.7,
"gross_sqft": 1076707,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.486,
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"nearby_nodes": 4,
"network_redundancy_score": 0.809,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.8,
"shift_fill_rate_pc... | {
"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": "very_high",
"forecast_pres... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 156506,
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"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.033,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 33.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.07
},
{
"action": "deploy_peak_shaving",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.536,
"portfolio_tightness": 0.329,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104359",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:29:00Z",
"trace_id": "6904df2c-933b-4880-b84d-b5ce219d4bd5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_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": -0.008,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.344,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.69,
"battery_mwh": 12.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-DC0CF44F89",
"grid_service_limit_mw": 14.54,
"gross_sqft": 1264946,
"infill_site": false,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.355,
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"entitlement_friction": 0.629,
"nearby_nodes": 7,
"network_redundancy_score": 0.425,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 79.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -466346,
"annualized_revenue_impact_usd": -788678,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 564152,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -2.96,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.14
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.355,
"demand_pressure": 0.286,
"entitlement_friction": 0.629,
"labor_shortage": 0.918,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-104360",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:10:00Z",
"trace_id": "43963dfa-c304-4331-bc06-7fa452ad81d0"
} | {
"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": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"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": 0.422,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.349,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.37,
"battery_mwh": 9.69,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-95DA9D76DB",
"grid_service_limit_mw": 12.65,
"gross_sqft": 1328703,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.399,
"nearby_nodes": 6,
"network_redundancy_score": 0.57,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 4.54,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 215585,
"annualized_revenue_impact_usd": 330152,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 665173,
"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 2.77,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.88
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.35,
"demand_pressure": 0.705,
"entitlement_friction": 0.399,
"labor_shortage": 1,
"portfolio_tightness": 0.581,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104361",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:06:00Z",
"trace_id": "7a5ec8e2-9e82-4cde-8a98-3039091367d6"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.324,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.64,
"battery_mwh": 3.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-1DCDAEA9F8",
"grid_service_limit_mw": 14.71,
"gross_sqft": 384037,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.403,
"nearby_nodes": 2,
"network_redundancy_score": 0.827,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 26290,
"annualized_revenue_impact_usd": 38795,
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"decision_horizon_days": 60,
"estimated_capex_usd": 532626,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.44
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.16,
"demand_pressure": 0.601,
"entitlement_friction": 0.403,
"labor_shortage": 0.689,
"portfolio_tightness": 0.548,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104362",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:14:00Z",
"trace_id": "20de65ff-6bdd-4732-8e73-280f8c7b18b9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.79,
"battery_mwh": 12.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-870BE79635",
"grid_service_limit_mw": 15.13,
"gross_sqft": 1034868,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.248,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.49,
"nearby_nodes": 6,
"network_redundancy_score": 0.634,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 80.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
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"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0.205
} | {
"annualized_noi_impact_usd": -440583,
"annualized_revenue_impact_usd": -701992,
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"decision_horizon_days": 60,
"estimated_capex_usd": 691490,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -0.96,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.68
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.804,
"capital_availability": 0.248,
"demand_pressure": 0.329,
"entitlement_friction": 0.49,
"labor_shortage": 0.954,
"portfolio_tightness": 0.608,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-104363",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:48:00Z",
"trace_id": "274ee3fc-0460-4315-970d-754387ce4bd0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.63,
"battery_mwh": 8.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-89A40EAB9D",
"grid_service_limit_mw": 21.98,
"gross_sqft": 488689,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.101,
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"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.713,
"nearby_nodes": 6,
"network_redundancy_score": 0.409,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.58,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
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"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -26800,
"annualized_revenue_impact_usd": -41200,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 535255,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.08
},
{
"action": "secure_pop_up_capacity",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.727,
"capital_availability": 0.101,
"demand_pressure": 0.451,
"entitlement_friction": 0.713,
"labor_shortage": 0.751,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-104364",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:49:00Z",
"trace_id": "72e87c3a-230f-42aa-bc56-d04f17c0a629"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.041,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.492,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.54,
"battery_mwh": 8.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-AE3176A939",
"grid_service_limit_mw": 11.81,
"gross_sqft": 1037131,
"infill_site": true,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.575,
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"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.479,
"nearby_nodes": 3,
"network_redundancy_score": 0.686,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
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"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": -0.05,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -270121,
"annualized_revenue_impact_usd": -364392,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 620581,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -3.18,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.92
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.575,
"demand_pressure": 0.371,
"entitlement_friction": 0.479,
"labor_shortage": 0.987,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104365",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "6c209cde-c129-4a38-b01a-cdaceb8c6713"
} | {
"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": [
{
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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": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.191,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.216,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.61,
"battery_mwh": 7.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-B0ED380CC8",
"grid_service_limit_mw": 13.12,
"gross_sqft": 673287,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.589,
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"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.4,
"nearby_nodes": 8,
"network_redundancy_score": 0.451,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.67,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
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"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.353
} | {
"annualized_noi_impact_usd": -80999,
"annualized_revenue_impact_usd": -118210,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 793495,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.1,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.81
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.589,
"demand_pressure": 0.319,
"entitlement_friction": 0.4,
"labor_shortage": 0.906,
"portfolio_tightness": 0.54,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104366",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:24:00Z",
"trace_id": "bddbd2be-4cd0-4d26-a3a7-fec138df86c8"
} | {
"airport_proximity_km": 71,
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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": "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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 1.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-7A9A3F1A9D",
"grid_service_limit_mw": 12.69,
"gross_sqft": 1097360,
"infill_site": false,
"lease_expiry_months": 69,
"oc... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.509,
"nearby_nodes": 4,
"network_redundancy_score": 0.461,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -205702,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 393550,
"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.9
},
{
"action": "rebalance_carrier_mix",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.339,
"demand_pressure": 0.544,
"entitlement_friction": 0.509,
"labor_shortage": 0.703,
"portfolio_tightness": 0.639,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-104367",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:14:00Z",
"trace_id": "55b7af87-b0d7-4b64-b2f8-859209aca17d"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"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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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 5.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-44331D2873",
"grid_service_limit_mw": 15.16,
"gross_sqft": 996719,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.408,
"nearby_nodes": 5,
"network_redundancy_score": 0.72,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1175277,
... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 97934,
"annualized_revenue_impact_usd": 147893,
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"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.72
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.729,
"demand_pressure": 0.693,
"entitlement_friction": 0.408,
"labor_shortage": 0.858,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-104368",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:38:00Z",
"trace_id": "fb535716-93dc-4403-a62e-8ba9e750faa1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-252082B1DD",
"grid_service_limit_mw": 13.39,
"gross_sqft": 378867,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.644,
"nearby_nodes": 6,
"network_redundancy_score": 0.434,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 776442... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
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"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -13891,
"annualized_revenue_impact_usd": -23823,
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"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.03
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.358,
"demand_pressure": 0.873,
"entitlement_friction": 0.644,
"labor_shortage": 0.842,
"portfolio_tightness": 0.4,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-104369",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "1f247467-cb05-4ccb-a891-2f19f4988bc3"
} | {
"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": 8.9,
"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": 0.343,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.67,
"battery_mwh": 8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-0594073A27",
"grid_service_limit_mw": 10.7,
"gross_sqft": 1023896,
"infill_site": true,
"lease_expiry_months": 71,
"occupan... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.366,
"nearby_nodes": 6,
"network_redundancy_score": 0.512,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 23.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": -50336,
"annualized_revenue_impact_usd": -72509,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 726776,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 0.08,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.54
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.385,
"demand_pressure": 0.585,
"entitlement_friction": 0.366,
"labor_shortage": 0.737,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-104370",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:15:00Z",
"trace_id": "2274676d-e238-4fee-a3e6-5bbf4b06916e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.078,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.76,
"battery_mwh": 9.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-2334298173",
"grid_service_limit_mw": 12.17,
"gross_sqft": 1178690,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.171,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.88,
"nearby_nodes": 8,
"network_redundancy_score": 0.807,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 80,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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",
"forecast... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.2,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -380968,
"annualized_revenue_impact_usd": -563147,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 762329,
"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -1.38,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 38.04
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.53
},
{
"action": "escalate_utility_intercon... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.171,
"demand_pressure": 0.299,
"entitlement_friction": 0.88,
"labor_shortage": 0.775,
"portfolio_tightness": 0.656,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-104371",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "abe8b6b2-5009-408f-b24d-f432ee92d2ea"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 10.9,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-5BDC46C1DC",
"grid_service_limit_mw": 21.53,
"gross_sqft": 726757,
"infill_site": true,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.629,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.292,
"nearby_nodes": 5,
"network_redundancy_score": 0.335,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115383... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.594
} | {
"annualized_noi_impact_usd": 54248,
"annualized_revenue_impact_usd": 76243,
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"decision_horizon_days": 30,
"estimated_capex_usd": 651470,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 3.23,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.62
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.629,
"demand_pressure": 0.722,
"entitlement_friction": 0.292,
"labor_shortage": 0.81,
"portfolio_tightness": 0.503,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-104372",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:07:00Z",
"trace_id": "001ea1dc-381f-4eb7-8604-0fbec2d7a604"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.292,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.61,
"battery_mwh": 4.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-564E40172A",
"grid_service_limit_mw": 8.47,
"gross_sqft": 803589,
"infill_site": false,
"lease_expiry_months": 49,
"... | {
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"cluster_utilization_pct": 0.949,
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"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.806,
"nearby_nodes": 3,
"network_redundancy_score": 0.457,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 145... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 86.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -30449,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 625255,
"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.37
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.608,
"capital_availability": 0.164,
"demand_pressure": 0.643,
"entitlement_friction": 0.806,
"labor_shortage": 0.913,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-104373",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:27:00Z",
"trace_id": "48dda353-f118-4c61-99e0-7a0718a26aa5"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.085,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.477,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.23,
"battery_mwh": 2.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-85E720C12D",
"grid_service_limit_mw": 22.43,
"gross_sqft": 404033,
"infill_site": false,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.301,
"nearby_nodes": 4,
"network_redundancy_score": 0.409,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146719... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 79.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -20339,
"annualized_revenue_impact_usd": -30559,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 555580,
"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.63
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.72
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.515,
"capital_availability": 0.211,
"demand_pressure": 0.337,
"entitlement_friction": 0.301,
"labor_shortage": 0.743,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104374",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:55:00Z",
"trace_id": "d8d5ca84-b318-46e4-9b53-8a4ab5165647"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.299,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 2.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-5E0AFDB701",
"grid_service_limit_mw": 12.29,
"gross_sqft": 1143894,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.507,
"nearby_nodes": 8,
"network_redundancy_score": 0.837,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 91.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 103954,
"annualized_revenue_impact_usd": 174773,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 443266,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.18
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.076,
"demand_pressure": 0.951,
"entitlement_friction": 0.507,
"labor_shortage": 0.613,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104375",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:02:00Z",
"trace_id": "fd44b5f2-ec7a-4fdf-9969-8e2a314eaa48"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.275,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.242,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.2,
"battery_mwh": 8.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-78CE6E4545",
"grid_service_limit_mw": 15.89,
"gross_sqft": 364182,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.393,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.364,
"nearby_nodes": 8,
"network_redundancy_score": 0.332,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.647,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 4.9,
"tenant_expansion_probability": 0.616
} | {
"annualized_noi_impact_usd": 36853,
"annualized_revenue_impact_usd": 58923,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 403979,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 3.74,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.02
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.393,
"demand_pressure": 0.642,
"entitlement_friction": 0.364,
"labor_shortage": 0.531,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-104376",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "d6988aa8-0428-4653-a4aa-5d66eddaa3da"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.075,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 8.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-8647DB8B7D",
"grid_service_limit_mw": 13.88,
"gross_sqft": 495797,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.759,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.484,
"nearby_nodes": 4,
"network_redundancy_score": 0.799,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1970915... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.592
... | {
"annualized_noi_impact_usd": 51776,
"annualized_revenue_impact_usd": 68178,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 642153,
"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.029,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 57.55
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.06
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.759,
"demand_pressure": 0.585,
"entitlement_friction": 0.484,
"labor_shortage": 0.621,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-104377",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:21:00Z",
"trace_id": "8580f08c-6b62-455a-a8c9-8d65004d02b6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.095,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.32,
"battery_mwh": 11.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-8989E4685A",
"grid_service_limit_mw": 16.86,
"gross_sqft": 657039,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.648,
"nearby_nodes": 2,
"network_redundancy_score": 0.763,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -77515,
"annualized_revenue_impact_usd": -111575,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 588056,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.52
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.36
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.457,
"capital_availability": 0.373,
"demand_pressure": 0.352,
"entitlement_friction": 0.648,
"labor_shortage": 0.766,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-104378",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T04:22:00Z",
"trace_id": "b2fc800f-999c-44af-bb66-af364acbfe57"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.394,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.274,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 2.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-FCFA7C218E",
"grid_service_limit_mw": 11.51,
"gross_sqft": 881803,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.62,
"nearby_nodes": 8,
"network_redundancy_score": 0.864,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 74... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 87.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 59150,
"annualized_revenue_impact_usd": 83243,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 604844,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.41
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.343,
"demand_pressure": 0.789,
"entitlement_friction": 0.62,
"labor_shortage": 0.64,
"portfolio_tightness": 0.34,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-104379",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:09:00Z",
"trace_id": "8477e930-6338-42e9-9d48-7ec85ba3c0d7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.161,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.41,
"battery_mwh": 8.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
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"grid_service_limit_mw": 18.43,
"gross_sqft": 363557,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.519,
"nearby_nodes": 6,
"network_redundancy_score": 0.861,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"market_entry_score": 80.3,
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.353
} | {
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"lease_rate_change_pct": 1.28,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
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{
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"score": 42.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.93
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.777,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104380",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:17:00Z",
"trace_id": "77231d0e-9d4c-494f-bd6a-7852e4f419bf"
} | {
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"environment": "production_portfolio",
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"market": "Los Angeles",
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.145,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 1.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-C044CBE04F",
"grid_service_limit_mw": 14.34,
"gross_sqft": 962709,
"infill_site": false,
"lease_expiry_months": 44,
... | {
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"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.443,
"nearby_nodes": 7,
"network_redundancy_score": 0.662,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.254
} | {
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"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -0.66,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 32.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.95
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.295,
"entitlement_friction": 0.443,
"labor_shortage": 0.943,
"portfolio_tightness": 0.625,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104381",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:46:00Z",
"trace_id": "3f8efa26-bd58-4b33-a65f-aa52f1eb26d6"
} | {
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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": "tower_dashboard",
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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": "Demand_Reallocation",
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"risk_taxonomy": [
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"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": "50m_100m",
"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.376,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 6.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-9884646307",
"grid_service_limit_mw": 12.97,
"gross_sqft": 334540,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.931,
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"nearby_nodes": 7,
"network_redundancy_score": 0.62,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
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"rent_growth_30d_pct": 4.68,
"rent_growth_90d_pct": 5.1,
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} | {
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"expansion_capture_probability_post_event": 0.693,
"lease_rate_change_pct": 3.91,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 41.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.19
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.733,
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"labor_shortage": 0.778,
"portfolio_tightness": 0.554,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104382",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:32:00Z",
"trace_id": "9314d018-33f4-475b-93af-3909deac4356"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.184,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 6.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-72408F290F",
"grid_service_limit_mw": 15.66,
"gross_sqft": 572396,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.07,
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"nearby_nodes": 6,
"network_redundancy_score": 0.672,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2031612,... | [
{
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"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_... | {
"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... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 0.05,
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} | {
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"annualized_revenue_impact_usd": -71321,
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"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -2.59,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 28.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.4
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.524,
"entitlement_friction": 0.671,
"labor_shortage": 0.662,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104383",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:57:00Z",
"trace_id": "41f17a9b-606f-49aa-93b4-61b990b1881d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 11.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-A6F803AC67",
"grid_service_limit_mw": 24.01,
"gross_sqft": 946889,
"infill_site": false,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.884,
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"entitlement_friction": 0.236,
"nearby_nodes": 4,
"network_redundancy_score": 0.748,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 5.53,
"rent_growth_90d_pct": 6.94,
"tenant_expansion_probability": 0.74
} | {
"annualized_noi_impact_usd": 398162,
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"expansion_capture_probability_post_event": 0.694,
"lease_rate_change_pct": 5.51,
"occupancy_shift": 0.044,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.99
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.884,
"demand_pressure": 0.867,
"entitlement_friction": 0.236,
"labor_shortage": 0.645,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-104384",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:38:00Z",
"trace_id": "c4e3b961-0a2a-4518-8d1b-b1841d6d656d"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.173,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.203,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 8.49,
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"grid_service_limit_mw": 14.73,
"gross_sqft": 1026869,
"infill_site": false,
"lease_expiry_months": 66,... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.85,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "very_high",
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} | {
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"lease_rate_change_pct": -0.83,
"occupancy_shift": 0.005,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.24
},
{
"action": "secur... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104385",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:53:00Z",
"trace_id": "a5bbab00-a2f1-49e8-ae8a-a3a0874995c0"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.376,
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"service_l... | {
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"gross_sqft": 965496,
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"... | {
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"nearby_nodes": 3,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"reefer_temp_delta_c": 0.15,
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"confidence_band": "high",
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} | {
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"lease_rate_change_pct": -2.45,
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"score": 32.75
},
{
"action": "escalate_utility_interconnect",
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"score": 30.56
},
{
"action": "rebalance_carrie... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:31:00Z",
"trace_id": "a6dcf8aa-17b5-4697-b635-1945514e099b"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.237,
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"ser... | {
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"gross_sqft": 992212,
"infill_site": false,
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"portfolio_cluster": "new_jersey_exit_8a",
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... | [
{
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"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
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"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0... | {
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"score": 36.25
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.92
},
{
"action": "shift_overflow_to_satell... | {
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"power... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "4e99a16e-609e-41bf-acf0-c30396406a3a"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.394,
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"grid_service_limit_mw": 14.09,
"gross_sqft": 1182939,
"infill_site": false,
"lease_expiry_months": 11,... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"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",
"fore... | {
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"rent_growth_90d_pct": 2.85,
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{
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"score": 32.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.32
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.932,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-104388",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:28:00Z",
"trace_id": "464764cc-fabe-4f9b-958c-e54fedb46d9e"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
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"risk_of_churn": 0.083,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"grid_service_limit_mw": 8.47,
"gross_sqft": 583763,
"infill_site": false,
"lease_expiry_months": 46,
... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.24,
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} | {
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"service_penalty_risk_usd"... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.44
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.959,
"portfolio_tightness": 0.696,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104389",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "a57661f8-9e37-4292-a6fa-52b25fe70782"
} | {
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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",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_l... | {
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"grid_service_limit_mw": 15.06,
"gross_sqft": 596145,
"infill_site": false,
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... | {
"capital_availability": 0.577,
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"competitive_pressure_score": 0.608,
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"network_redundancy_score": 0.763,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
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{
"action": "es... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104390",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:15:00Z",
"trace_id": "3bb0870e-03c7-40a5-a0ab-cfaa039ac90d"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.379,
"seasonality": 0.74,
"service... | {
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"gross_sqft": 857365,
"infill_site": true,
"lease_expiry_months": 61,
"... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "moderate",
"forecast... | {
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} | {
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.36
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{
"action": "r... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T04:50:00Z",
"trace_id": "e639acc8-e631-46a1-a9c3-399a5cca5372"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.314,
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"service_level_targe... | {
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... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
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"reefer_temp_delta_c": 0.15,
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"shift_fi... | {
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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"lease_rate_change_pct": 1.07,
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{
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"score": 34.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.43
},
{
"action": "rebal... | {
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"demand_pressure": 0.711,
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"labor_shortage": 0.539,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-104392",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:21:00Z",
"trace_id": "cdb16e81-80a9-43c2-95f9-b6682ec6a442"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a",
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"facility_id": "FAC-2FF7FF29BD",
"grid_service_limit_mw": 17.48,
"gross_sqft": 349161,
"infill_site": true,
"lease_expiry_months": 20,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.438,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 83.6,
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"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"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": "moderate",
"fore... | {
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 1.09,
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} | {
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"lease_rate_change_pct": -2.05,
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.62
},
{
"action": "rebalance_carri... | {
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"portfolio_tightness": 0.565,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104393",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:30:00Z",
"trace_id": "97ca59b0-40a7-4f04-90e4-b328a864642a"
} | {
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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": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
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"risk_of_churn": 0.27,
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"service_... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-2C77665F6E",
"grid_service_limit_mw": 16.15,
"gross_sqft": 406054,
"infill_site": false,
"lease_expiry_months": 61,
"occu... | {
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"network_redundancy_score": 0.401,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.5,
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"dock_utilization_pct": 80.8,
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"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fil... | {
"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... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": -2.2,
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"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.45
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.691,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104394",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:44:00Z",
"trace_id": "2e7988c0-2a83-4c1b-868e-532d0c5e10ae"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"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",
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"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.46,
"battery_mwh": 3.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-7E711569F2",
"grid_service_limit_mw": 17.19,
"gross_sqft": 599640,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.285,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.181,
"nearby_nodes": 6,
"network_redundancy_score": 0.812,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 886314... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -57155,
"annualized_revenue_impact_usd": -91842,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 585433,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -1.53,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.07
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.256,
"demand_pressure": 0.384,
"entitlement_friction": 0.181,
"labor_shortage": 0.759,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-104395",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:25:00Z",
"trace_id": "6a33c2f7-3966-4799-bd14-671b30c26104"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"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": 7.6,
"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": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.28,
"battery_mwh": 9.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-F5AA35FCA7",
"grid_service_limit_mw": 27.43,
"gross_sqft": 412553,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.672,
"nearby_nodes": 8,
"network_redundancy_score": 0.421,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -5071,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.57
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.9
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.501,
"entitlement_friction": 0.672,
"labor_shortage": 0.753,
"portfolio_tightness": 0.424,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-104396",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "d489ba1b-f342-4ddc-aaf6-b8589deec251"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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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": 0.074,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 9.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-0B3DA9BB8B",
"grid_service_limit_mw": 22.82,
"gross_sqft": 877858,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.092,
"nearby_nodes": 6,
"network_redundancy_score": 0.595,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
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"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
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"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": 59170,
"annualized_revenue_impact_usd": 84299,
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"decision_horizon_days": 60,
"estimated_capex_usd": 653488,
"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.81
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.476,
"capital_availability": 0.331,
"demand_pressure": 0.495,
"entitlement_friction": 0.092,
"labor_shortage": 1,
"portfolio_tightness": 0.435,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104397",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T04:31:00Z",
"trace_id": "de24c8df-3551-4519-88c6-f3cd08fe9397"
} | {
"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": "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": "100m_250m",
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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": 0.282,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 8.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-722BBBD526",
"grid_service_limit_mw": 18.56,
"gross_sqft": 1509245,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.337,
"nearby_nodes": 3,
"network_redundancy_score": 0.658,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 88508,
... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 4.48,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 206578,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 434609,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 3.46,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.35
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.121,
"demand_pressure": 0.677,
"entitlement_friction": 0.337,
"labor_shortage": 0.557,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-104398",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "8559ae15-46a5-4ce3-a124-c426b1432d54"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.199,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 8.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-BF2431064B",
"grid_service_limit_mw": 11.63,
"gross_sqft": 750823,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.606,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.196,
"nearby_nodes": 7,
"network_redundancy_score": 0.784,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.393... | {
"annualized_noi_impact_usd": -4215,
"annualized_revenue_impact_usd": -5867,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 384797,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": 0.08,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.37
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0.606,
"demand_pressure": 0.514,
"entitlement_friction": 0.196,
"labor_shortage": 0.847,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104399",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:12:00Z",
"trace_id": "ee45b13e-0317-4171-a13f-e0dc64e84d4f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.378,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.24,
"battery_mwh": 9.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-F43C010A92",
"grid_service_limit_mw": 9.62,
"gross_sqft": 1057533,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.893,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.232,
"nearby_nodes": 4,
"network_redundancy_score": 0.752,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 279... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 85.5,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 3.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 5.05,
"rent_growth_90d_pct": 4.98,
"tenant_expansion_probability": 0.682... | {
"annualized_noi_impact_usd": 344150,
"annualized_revenue_impact_usd": 535743,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 746785,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.18
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 45.52
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.335,
"capital_availability": 0.893,
"demand_pressure": 0.586,
"entitlement_friction": 0.232,
"labor_shortage": 0.88,
"portfolio_tightness": 0.671,
"... |
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