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": 0.826,
"id": "FORGE-100600",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:58:00Z",
"trace_id": "a132b41e-3da0-4d45-b1fd-f28e31c4de11"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.34,
"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": 0.5,
"battery_mwh": 1.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-4909412992",
"grid_service_limit_mw": 13.93,
"gross_sqft": 1421385,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.295,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.171,
"nearby_nodes": 4,
"network_redundancy_score": 0.63,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.2,
"dock_utilization_pct": 92.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 4.69,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.603
} | {
"annualized_noi_impact_usd": 146409,
"annualized_revenue_impact_usd": 244841,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 392777,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.58,
"occupancy_shift": 0.027,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.09
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.295,
"demand_pressure": 0.992,
"entitlement_friction": 0.171,
"labor_shortage": 0.75,
"portfolio_tightness": 0.573,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.716,
"id": "FORGE-100601",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:02:00Z",
"trace_id": "67dd597a-b6e2-4bf1-bb5c-f72fb45c9446"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.7,
"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": 0.02,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.447,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.72,
"battery_mwh": 7.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-E990655835",
"grid_service_limit_mw": 19.41,
"gross_sqft": 1166068,
"infill_site": false,
"lease_expiry_months": 17,
"o... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.323,
"nearby_nodes": 4,
"network_redundancy_score": 0.322,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -111272,
"annualized_revenue_impact_usd": -179549,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 522869,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": -1.41,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 23.96
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.91
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.224,
"demand_pressure": 0.353,
"entitlement_friction": 0.323,
"labor_shortage": 0.605,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100602",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:24:00Z",
"trace_id": "7da93140-ea26-4d20-a5d2-be4d024b830b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.418,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.8,
"battery_mwh": 3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-2BDCB2CE05",
"grid_service_limit_mw": 18.21,
"gross_sqft": 748516,
"infill_site": true,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.472,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.443,
"nearby_nodes": 3,
"network_redundancy_score": 0.418,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 96.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 91.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.2,
"rent_growth_90d_pct": 7.69,
"tenant_expansion_probability": 0.732
} | {
"annualized_noi_impact_usd": 245126,
"annualized_revenue_impact_usd": 344477,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 544629,
"expansion_capture_probability_post_event": 0.694,
"lease_rate_change_pct": 6.33,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.28
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.559,
"capital_availability": 0.472,
"demand_pressure": 0.924,
"entitlement_friction": 0.443,
"labor_shortage": 0.46,
"portfolio_tightness": 0.549,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100603",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:19:00Z",
"trace_id": "4fb96817-0c3e-4463-b66b-89024626dbb6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.206,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.24,
"battery_mwh": 10.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-9C822CA2F2",
"grid_service_limit_mw": 10.22,
"gross_sqft": 1252005,
"infill_site": false,
"lease_expiry_months": 12,... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.413,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.797,
"nearby_nodes": 4,
"network_redundancy_score": 0.729,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 4.05,
"rent_growth_90d_pct": 5.42,
"tenant_expansion_probability": 0.508
} | {
"annualized_noi_impact_usd": 146470,
"annualized_revenue_impact_usd": 214520,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 621539,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.61
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.9
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.078,
"capital_availability": 0.311,
"demand_pressure": 0.425,
"entitlement_friction": 0.797,
"labor_shortage": 0.709,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-100604",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "9f3bbe56-5231-4804-a18c-e40b34d22b87"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.339,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.324,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.74,
"battery_mwh": 3.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-70D537AF45",
"grid_service_limit_mw": 27.62,
"gross_sqft": 1028933,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.853,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.637,
"nearby_nodes": 2,
"network_redundancy_score": 0.449,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.626... | {
"annualized_noi_impact_usd": 137387,
"annualized_revenue_impact_usd": 215865,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 681044,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 1.87,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 62.21
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.28
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.853,
"demand_pressure": 0.692,
"entitlement_friction": 0.637,
"labor_shortage": 0.787,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-100605",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "12e11e08-0a3f-41eb-99bb-ac4e07c6f8b2"
} | {
"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",
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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": 8.8,
"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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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.48,
"battery_mwh": 9.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-CD570E466E",
"grid_service_limit_mw": 13.71,
"gross_sqft": 1229942,
"infill_site": true,
"lease_expiry_months": 50,
"oc... | {
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"competitive_pressure_score": 0.448,
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"nearby_nodes": 2,
"network_redundancy_score": 0.525,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"dock_utilization_pct": 88.3,
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"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"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": "high",
"forecast_pre... | {
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"market_entry_score": 76.9,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 5.49,
"tenant_expansion_probability": 0.668
} | {
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"expansion_capture_probability_post_event": 0.56,
"lease_rate_change_pct": 4.01,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.82
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.745,
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"labor_shortage": 0.78,
"portfolio_tightness": 0.625,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-100606",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "35796f8a-ed7b-4199-bc53-a6e996cadc1a"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "network_latency",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"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": 0.503,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 1.16,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-A969D38163",
"grid_service_limit_mw": 6.42,
"gross_sqft": 757366,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.687,
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"competitive_pressure_score": 0.439,
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"nearby_nodes": 4,
"network_redundancy_score": 0.702,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16043... | [
{
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"dock_utilization_pct": 80.8,
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"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.01,
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} | {
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"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -0.76,
"occupancy_shift": -0.015,
"service_penalty_r... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 30.72
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.92
},
{
"action": "secure_po... | {
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"labor_shortage": 0.726,
"portfolio_tightness": 0.669,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100607",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "a978b8cd-8607-4c4a-808f-c7ac3a7eade4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.482,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-19D74481F8",
"grid_service_limit_mw": 13.61,
"gross_sqft": 896779,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.191,
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"nearby_nodes": 2,
"network_redundancy_score": 0.398,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"dock_utilization_pct": 78.7,
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"power_load_pct_of_service_limit": 79.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fi... | {
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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": -0.76,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.023,
"lease_rate_change_pct": -3.17,
"occupancy_shift": -0.025,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.62
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.83
},
{
"action": "activate_temp_labor... | {
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"demand_pressure": 0.315,
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"labor_shortage": 0.847,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100608",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "a5c0e93a-7d30-471c-b47e-67b929a7f61a"
} | {
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"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-4CE1144A77",
"grid_service_limit_mw": 12.06,
"gross_sqft": 622304,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.311,
"nearby_nodes": 8,
"network_redundancy_score": 0.631,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 159... | [
{
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"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_90d_pct": 2.53,
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} | {
"annualized_noi_impact_usd": 2494,
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"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.4
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.05
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.418,
"demand_pressure": 0.456,
"entitlement_friction": 0.311,
"labor_shortage": 0.871,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-100609",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:55:00Z",
"trace_id": "b0d6e6f6-42bd-4567-b0c8-3dcb508e2036"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 12.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-7151F00EA0",
"grid_service_limit_mw": 10.25,
"gross_sqft": 640428,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.713,
"cluster_utilization_pct": 0.868,
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"nearby_nodes": 3,
"network_redundancy_score": 0.75,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1727... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 10234,
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"lease_rate_change_pct": 1.52,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.29
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.713,
"demand_pressure": 0.68,
"entitlement_friction": 0.358,
"labor_shortage": 0.712,
"portfolio_tightness": 0.626,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100610",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "55e64585-784b-483a-85c6-98c30d767fa9"
} | {
"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",
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},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.407,
"seasonality": 0.49,
"service_level_target":... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 19.42,
"gross_sqft": 581031,
"infill_site": false,
"lease_expiry_months": 63,
"occu... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.37,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_p... | {
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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",
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"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 3.8,
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} | {
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"lease_rate_change_pct": 2.55,
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.54
},
{
"action": "se... | {
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"labor_shortage": 0.703,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100611",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:51:00Z",
"trace_id": "746e9b97-4599-4c6d-b2f6-5c4b18803d20"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.273,
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"ser... | {
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"gross_sqft": 246394,
"infill_site": false,
"lease_expiry_months": 36,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.766,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 3.01,
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} | {
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"lease_rate_change_pct": 1.86,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.74
},
{
"action": "raise_priorit... | {
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"portfolio_tightness": 0.439,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100612",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:06:00Z",
"trace_id": "2f1005ce-edcf-4ef4-95b9-62d93fc2ca6b"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.232,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.423,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.5,
"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": 2,
"rent_growth_90d_pct": 1.1,
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... | {
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"lease_rate_change_pct": -0.84,
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"service_penalty_risk... | {
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{
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"score": 35.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.92
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 0.911,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100613",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "33f9418f-2cf1-4add-910c-9cb3b7bb7ef0"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.099,
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-2BBEBC70D3",
"grid_service_limit_mw": 9.97,
"gross_sqft": 988425,
"infill_site": false,
"lease_expiry_months": 61,
"occu... | {
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"network_redundancy_score": 0.424,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1688... | [
{
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"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.1,
"shift_fill_ra... | {
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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": 3.6,
"rent_growth_90d_pct": 5.56,
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} | {
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"lease_rate_change_pct": 3.49,
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.09
},
{
"action": "escal... | {
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"labor_shortage": 0.728,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100614",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "f32ddb28-5859-48ec-ab7d-0d550420a09c"
} | {
"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",
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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",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.095,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 1.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-CB80BF7198",
"grid_service_limit_mw": 13.5,
"gross_sqft": 222145,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.835,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.647
} | {
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"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.44
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.696,
"capital_availability": 0.62,
"demand_pressure": 0.789,
"entitlement_friction": 0.61,
"labor_shortage": 0.701,
"portfolio_tightness": 0.585,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-100615",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:05:00Z",
"trace_id": "40a456d2-9406-42b4-af3d-ae8751612c24"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.355,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.17,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.42,
"battery_mwh": 10.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-5EB342A527",
"grid_service_limit_mw": 17.4,
"gross_sqft": 416658,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.709,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.734,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.44,
"nearby_nodes": 5,
"network_redundancy_score": 0.761,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 62630,
"annualized_revenue_impact_usd": 82160,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 543813,
"expansion_capture_probability_post_event": 0.454,
"lease_rate_change_pct": 1.66,
"occupancy_shift": 0.018,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.709,
"demand_pressure": 0.776,
"entitlement_friction": 0.44,
"labor_shortage": 0.628,
"portfolio_tightness": 0.325,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100616",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:34:00Z",
"trace_id": "52d2acac-06ad-4a62-abe7-f73f46ad6f96"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.05,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.268,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.27,
"battery_mwh": 1.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-FBAB14D2EA",
"grid_service_limit_mw": 19.84,
"gross_sqft": 441960,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.68,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.318,
"nearby_nodes": 5,
"network_redundancy_score": 0.521,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.16,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -14612,
"annualized_revenue_impact_usd": -21396,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 394013,
"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.28
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.68,
"demand_pressure": 0.649,
"entitlement_friction": 0.318,
"labor_shortage": 0.768,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-100617",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:49:00Z",
"trace_id": "685d05a9-f841-43bc-b89b-7ec3bd8e25eb"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.119,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.26,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.7,
"battery_mwh": 9.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-CD8BB83C61",
"grid_service_limit_mw": 15.36,
"gross_sqft": 755064,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.381,
"nearby_nodes": 6,
"network_redundancy_score": 0.863,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.298
} | {
"annualized_noi_impact_usd": -96834,
"annualized_revenue_impact_usd": -139210,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 398174,
"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.25
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.354,
"capital_availability": 0.397,
"demand_pressure": 0.52,
"entitlement_friction": 0.381,
"labor_shortage": 0.603,
"portfolio_tightness": 0.424,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-100618",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:24:00Z",
"trace_id": "791e6683-16fa-477e-a283-03797fa9783b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.017,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.372,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 5.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-4D2799D7D4",
"grid_service_limit_mw": 17.31,
"gross_sqft": 1100924,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.547,
"nearby_nodes": 7,
"network_redundancy_score": 0.565,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216689... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": -0.41,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.163
} | {
"annualized_noi_impact_usd": -270644,
"annualized_revenue_impact_usd": -435749,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 552704,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -3.44,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.87
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.48
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.219,
"demand_pressure": 0.246,
"entitlement_friction": 0.547,
"labor_shortage": 1,
"portfolio_tightness": 0.46,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-100619",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:19:00Z",
"trace_id": "003a37e3-d7a3-4256-abfe-4f54c315c399"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.002,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.493,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.43,
"battery_mwh": 3.1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-2017613C4E",
"grid_service_limit_mw": 13.46,
"gross_sqft": 1382198,
"infill_site": false,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.374,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.566,
"nearby_nodes": 4,
"network_redundancy_score": 0.522,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": 1.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": -1.27,
"rent_growth_90d_pct": -1.58,
"tenant_expansion_probability": 0.133... | {
"annualized_noi_impact_usd": -285726,
"annualized_revenue_impact_usd": -444358,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 60,
"estimated_capex_usd": 424706,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -3.68,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.02
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.374,
"demand_pressure": 0.426,
"entitlement_friction": 0.566,
"labor_shortage": 0.567,
"portfolio_tightness": 0.316,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-100620",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "3c20c480-dd0a-47e9-80d1-fdc8c44ecbaf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.105,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.398,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.61,
"battery_mwh": 3.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-381F85FB40",
"grid_service_limit_mw": 15.9,
"gross_sqft": 865390,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.383,
"nearby_nodes": 8,
"network_redundancy_score": 0.504,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.2,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -67758,
"annualized_revenue_impact_usd": -94344,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 443256,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.08
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.466,
"capital_availability": 0.382,
"demand_pressure": 0.612,
"entitlement_friction": 0.383,
"labor_shortage": 0.573,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-100621",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:07:00Z",
"trace_id": "1d748965-291c-4f92-8437-0157bce28873"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.17,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.442,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.53,
"battery_mwh": 9.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-BBE0C8A425",
"grid_service_limit_mw": 16.64,
"gross_sqft": 1042755,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.701,
"nearby_nodes": 4,
"network_redundancy_score": 0.733,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"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": 1.69,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": -0.76,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -101425,
"annualized_revenue_impact_usd": -161092,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 421049,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -2.06,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.8
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.519,
"demand_pressure": 0.409,
"entitlement_friction": 0.701,
"labor_shortage": 0.675,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100622",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:40:00Z",
"trace_id": "2e3ca273-533d-495d-a518-3ec70dccd88e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.259,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.52,
"battery_mwh": 11.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-61440B8D67",
"grid_service_limit_mw": 19.85,
"gross_sqft": 1026801,
"infill_site": false,
"lease_expiry_months": 61... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.139,
"nearby_nodes": 8,
"network_redundancy_score": 0.43,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1739... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.474
} | {
"annualized_noi_impact_usd": 5866,
"annualized_revenue_impact_usd": 9691,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 478644,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.68,
"capital_availability": 0,
"demand_pressure": 0.575,
"entitlement_friction": 0.139,
"labor_shortage": 0.843,
"portfolio_tightness": 0.574,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100623",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:22:00Z",
"trace_id": "7019e636-f762-4047-879d-78990a991156"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"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": -0.037,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.44,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.52,
"battery_mwh": 7.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-E7D4428C69",
"grid_service_limit_mw": 15.69,
"gross_sqft": 1101319,
"infill_site": false,
"lease_expiry_months": 44,... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.226,
"nearby_nodes": 7,
"network_redundancy_score": 0.856,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 423764,... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 79.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -146679,
"annualized_revenue_impact_usd": -198179,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 575449,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -2.12,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.59
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.49
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.461,
"demand_pressure": 0.344,
"entitlement_friction": 0.226,
"labor_shortage": 0.921,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-100624",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:37:00Z",
"trace_id": "4666b751-eebd-4af5-83cc-dfab96635da1"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.21,
"battery_mwh": 4.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-8CB67107E6",
"grid_service_limit_mw": 12.08,
"gross_sqft": 798229,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.401,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.296,
"nearby_nodes": 5,
"network_redundancy_score": 0.787,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": -3711,
"annualized_revenue_impact_usd": -5071,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 442246,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": -0.09,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.12
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.403,
"capital_availability": 0.401,
"demand_pressure": 0.546,
"entitlement_friction": 0.296,
"labor_shortage": 0.794,
"portfolio_tightness": 0.602,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100625",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:15:00Z",
"trace_id": "af0657a5-069c-4363-90cf-da76e5136dde"
} | {
"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": 8.1,
"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": 0.191,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.31,
"battery_mwh": 3.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-66C500A592",
"grid_service_limit_mw": 7.19,
"gross_sqft": 395693,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.224,
"nearby_nodes": 4,
"network_redundancy_score": 0.503,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 446... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 3.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 5.75,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 80869,
"annualized_revenue_impact_usd": 129603,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 481453,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 1.59,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.65
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.162,
"capital_availability": 0.714,
"demand_pressure": 0.73,
"entitlement_friction": 0.224,
"labor_shortage": 0.795,
"portfolio_tightness": 0.637,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-100626",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:27:00Z",
"trace_id": "2cb4d36c-a7ea-4b6b-802a-f0de4e6e1566"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.047,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.35,
"battery_mwh": 6.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-D86C2F8A22",
"grid_service_limit_mw": 11.3,
"gross_sqft": 1234883,
"infill_site": true,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.517,
"nearby_nodes": 2,
"network_redundancy_score": 0.832,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -89879,
"annualized_revenue_impact_usd": -127558,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 461097,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.25
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.637,
"capital_availability": 0.426,
"demand_pressure": 0.524,
"entitlement_friction": 0.517,
"labor_shortage": 0.853,
"portfolio_tightness": 0.722,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-100627",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:24:00Z",
"trace_id": "0df1bdba-079e-43ce-a9f0-9630cbcf86ee"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.095,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.74,
"battery_mwh": 3.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-0A6E8455BC",
"grid_service_limit_mw": 8.39,
"gross_sqft": 694994,
"infill_site": false,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.459,
"nearby_nodes": 4,
"network_redundancy_score": 0.771,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 79.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -28909,
"annualized_revenue_impact_usd": -41824,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 577793,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": -0.96,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.07
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.638,
"capital_availability": 0.513,
"demand_pressure": 0.272,
"entitlement_friction": 0.459,
"labor_shortage": 0.943,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100628",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:55:00Z",
"trace_id": "c84e6be7-eb9e-4c14-aeb4-2c1aafdc7cd8"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.347,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.42,
"battery_mwh": 5.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-B956875594",
"grid_service_limit_mw": 10.26,
"gross_sqft": 1220577,
"infill_site": true,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.456,
"nearby_nodes": 6,
"network_redundancy_score": 0.312,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 85.8,
"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_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 239434,
"annualized_revenue_impact_usd": 322923,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 443623,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.94
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.111,
"demand_pressure": 0.625,
"entitlement_friction": 0.456,
"labor_shortage": 0.963,
"portfolio_tightness": 0.593,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100629",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:58:00Z",
"trace_id": "6f9c0358-4757-4f51-be53-0fde0a4e49ce"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.002,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.29,
"battery_mwh": 6.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-620F7FF44B",
"grid_service_limit_mw": 24.83,
"gross_sqft": 761310,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.736,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.376,
"nearby_nodes": 7,
"network_redundancy_score": 0.464,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 34.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.644,
"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": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 5.57,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": 59079,
"annualized_revenue_impact_usd": 95562,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 336033,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.028,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.35
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.072,
"capital_availability": 0.736,
"demand_pressure": 0.638,
"entitlement_friction": 0.376,
"labor_shortage": 0.472,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100630",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:14:00Z",
"trace_id": "a0414e1f-2159-4dc3-a701-27059fd88c4c"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.204,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 5.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-BA96F80CB5",
"grid_service_limit_mw": 22.37,
"gross_sqft": 860883,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.115,
"nearby_nodes": 2,
"network_redundancy_score": 0.877,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 800973... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -5862,
"annualized_revenue_impact_usd": -9516,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 513877,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.29
},
{
"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": 0.436,
"demand_pressure": 0.512,
"entitlement_friction": 0.115,
"labor_shortage": 0.776,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-100631",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:13:00Z",
"trace_id": "15198b70-365d-494e-a666-968724faccf5"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.25,
"battery_mwh": 4.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-07A6915A6D",
"grid_service_limit_mw": 18.88,
"gross_sqft": 539149,
"infill_site": false,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.473,
"nearby_nodes": 8,
"network_redundancy_score": 0.775,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
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"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.122
} | {
"annualized_noi_impact_usd": -166673,
"annualized_revenue_impact_usd": -224489,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 673580,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.43
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.561,
"demand_pressure": 0.413,
"entitlement_friction": 0.473,
"labor_shortage": 0.855,
"portfolio_tightness": 0.318,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100632",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:05:00Z",
"trace_id": "a162a5f0-04ce-415f-8a08-bcd570b9aee4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.205,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.458,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.41,
"battery_mwh": 0.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-4DCEFDC599",
"grid_service_limit_mw": 16.87,
"gross_sqft": 776310,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.701,
"nearby_nodes": 2,
"network_redundancy_score": 0.621,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 163459... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": -0.49,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -95958,
"annualized_revenue_impact_usd": -141499,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 615567,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.05
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.572,
"demand_pressure": 0.463,
"entitlement_friction": 0.701,
"labor_shortage": 0.83,
"portfolio_tightness": 0.354,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-100633",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:16:00Z",
"trace_id": "9176eba9-15c4-46da-abd9-95f5e97a43e9"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.206,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.29,
"battery_mwh": 6.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-4EAC0A3822",
"grid_service_limit_mw": 12.16,
"gross_sqft": 1150029,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.81,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.205,
"nearby_nodes": 5,
"network_redundancy_score": 0.406,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 83.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -27450,
"annualized_revenue_impact_usd": -40065,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 435618,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.81
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.755,
"capital_availability": 0.603,
"demand_pressure": 0.579,
"entitlement_friction": 0.205,
"labor_shortage": 0.604,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-100634",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:27:00Z",
"trace_id": "36592a56-4d02-47a7-8fe8-cefdf6e9ac44"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.235,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.065,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.3,
"battery_mwh": 9.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-BD5F2C7E16",
"grid_service_limit_mw": 20.88,
"gross_sqft": 540538,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.494,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.206,
"nearby_nodes": 8,
"network_redundancy_score": 0.606,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -561,
"annualized_revenue_impact_usd": -855,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 645609,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.82
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.402,
"entitlement_friction": 0.206,
"labor_shortage": 0.705,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-100635",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:56:00Z",
"trace_id": "e2d43d60-bb0f-4916-8110-d6a7e12fb6ca"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.19,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 0.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-A542D2DE31",
"grid_service_limit_mw": 7.91,
"gross_sqft": 577055,
"infill_site": false,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.413,
"nearby_nodes": 4,
"network_redundancy_score": 0.871,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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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": 4.32,
"rent_growth_90d_pct": 6.59,
"tenant_expansion_probability": 0.537
} | {
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"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 3.93,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
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{
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"score": 29.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.11
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.625,
"entitlement_friction": 0.413,
"labor_shortage": 0.611,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100636",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:38:00Z",
"trace_id": "17d00743-b8bd-4bef-86bb-ee8be6113792"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 9.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-1498078872",
"grid_service_limit_mw": 10.66,
"gross_sqft": 459848,
"infill_site": false,
"lease_expiry_months": 42,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.874,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 90... | [
{
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"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"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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"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.641
} | {
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"lease_rate_change_pct": 1.94,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
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{
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"score": 32.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.37
},
{
"action": "secure_pop_up... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100637",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:04:00Z",
"trace_id": "20a25b47-6de8-41e2-aef8-22aa9def1ba3"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.398,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-0EB0029821",
"grid_service_limit_mw": 27.13,
"gross_sqft": 819160,
"infill_site": true,
"lease_expiry_months": 70,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill... | {
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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_pres... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": -1.18,
"tenant_expansion_probability": 0.303
} | {
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"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.08
},
{
"action": "defer_noncrit... | {
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"capital_availability": 0.293,
"demand_pressure": 0.524,
"entitlement_friction": 0.634,
"labor_shortage": 0.604,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100638",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "76792724-a353-44e9-9587-63b6067d8f25"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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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-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.337,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service_lev... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-D32B8D77FF",
"grid_service_limit_mw": 9.18,
"gross_sqft": 1072486,
"infill_site": true,
"lease_expiry_months": 34,
... | {
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"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.227,
"nearby_nodes": 4,
"network_redundancy_score": 0.834,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 86.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"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_pre... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.87,
"rent_growth_90d_pct": 4.63,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.82
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.464,
"capital_availability": 0.656,
"demand_pressure": 0.64,
"entitlement_friction": 0.227,
"labor_shortage": 0.851,
"portfolio_tightness": 0.636,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-100639",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:15:00Z",
"trace_id": "7a78fc43-e0ea-4a07-acfb-99a02a217735"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.48,
"battery_mwh": 12.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-F377E96452",
"grid_service_limit_mw": 10.67,
"gross_sqft": 690179,
"infill_site": false,
"lease_expiry_months": 57,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.13,
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"nearby_nodes": 5,
"network_redundancy_score": 0.706,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20532... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_r... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 22632,
"annualized_revenue_impact_usd": 38217,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 723782,
"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": 1.19,
"occupancy_shift": -0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.03
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.67
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.672,
"capital_availability": 0.488,
"demand_pressure": 0.484,
"entitlement_friction": 0.493,
"labor_shortage": 1,
"portfolio_tightness": 0.634,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-100640",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:51:00Z",
"trace_id": "ecc54755-89ef-4176-a176-6db6a3896917"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.267,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.28,
"battery_mwh": 10.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-6C63B46EB2",
"grid_service_limit_mw": 23.84,
"gross_sqft": 786007,
"infill_site": true,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.757,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.262,
"nearby_nodes": 3,
"network_redundancy_score": 0.33,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1553191... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": -78043,
"annualized_revenue_impact_usd": -120537,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 679684,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": -0.4,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.26
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.757,
"demand_pressure": 0.475,
"entitlement_friction": 0.262,
"labor_shortage": 0.667,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100641",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:44:00Z",
"trace_id": "ca335284-96d0-4709-9e07-faa413a5ec3d"
} | {
"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": 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": 0.447,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.31,
"battery_mwh": 9.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-617515BE7F",
"grid_service_limit_mw": 11.65,
"gross_sqft": 563011,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.357,
"nearby_nodes": 5,
"network_redundancy_score": 0.564,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.8,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fi... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 262571,
"annualized_revenue_impact_usd": 375845,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 440575,
"expansion_capture_probability_post_event": 0.637,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.85
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.632,
"demand_pressure": 0.689,
"entitlement_friction": 0.357,
"labor_shortage": 0.975,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-100642",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "465df931-30c2-4794-aea1-ad10d7d19fa7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.013,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.196,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.4,
"battery_mwh": 6.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-566F78354B",
"grid_service_limit_mw": 22.07,
"gross_sqft": 465749,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.114,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.121,
"nearby_nodes": 6,
"network_redundancy_score": 0.861,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 152174... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 79,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.143
} | {
"annualized_noi_impact_usd": -83322,
"annualized_revenue_impact_usd": -123088,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 411512,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -2.92,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.52
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.114,
"demand_pressure": 0.292,
"entitlement_friction": 0.121,
"labor_shortage": 0.626,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-100643",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "5ef4e869-bb07-4888-b8f9-f1c573deff37"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.169,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 2.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-0E3D9029D6",
"grid_service_limit_mw": 16.46,
"gross_sqft": 1394765,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.726,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.703,
"nearby_nodes": 6,
"network_redundancy_score": 0.609,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"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... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 128877,
"annualized_revenue_impact_usd": 182622,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 546718,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.66
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.92
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.603,
"capital_availability": 0.726,
"demand_pressure": 0.615,
"entitlement_friction": 0.703,
"labor_shortage": 0.738,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100644",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "9fedfb1c-754a-4f59-8964-b6457868780f"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.194,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.42,
"battery_mwh": 4.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-0102034E7D",
"grid_service_limit_mw": 16.76,
"gross_sqft": 428209,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.286,
"nearby_nodes": 5,
"network_redundancy_score": 0.63,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 206... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.65,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": -0.11,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -49496,
"annualized_revenue_impact_usd": -66730,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 470788,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.04
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.581,
"entitlement_friction": 0.286,
"labor_shortage": 0.762,
"portfolio_tightness": 0.303,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-100645",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:54:00Z",
"trace_id": "08a11da7-63d6-479a-8a02-9a6ec6cd4e14"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.292,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 7.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-11242D1A2F",
"grid_service_limit_mw": 11.61,
"gross_sqft": 1219927,
"infill_site": false,
"lease_expiry_months": 21,
"o... | {
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"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.63,
"nearby_nodes": 3,
"network_redundancy_score": 0.456,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 183... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"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": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 5.36,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": -39650,
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"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 2.64,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.51
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.46
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.63,
"labor_shortage": 0.934,
"portfolio_tightness": 0.726,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-100646",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:58:00Z",
"trace_id": "e093d1b1-e442-4241-a252-1dc3e0f8801c"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.287,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 6.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-C015EB756D",
"grid_service_limit_mw": 22.07,
"gross_sqft": 596517,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.525,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.653,
"nearby_nodes": 3,
"network_redundancy_score": 0.367,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"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": "very_high",
"forecas... | {
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"market_entry_score": 79.2,
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"rent_growth_30d_pct": -0.41,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.155
} | {
"annualized_noi_impact_usd": -112351,
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"expansion_capture_probability_post_event": 0.025,
"lease_rate_change_pct": -3.25,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "capital_preservation",
"score": 33.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30
},
{
"action": "shift_overflow_to_satellite",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.525,
"demand_pressure": 0.396,
"entitlement_friction": 0.653,
"labor_shortage": 0.795,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100647",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "825bf481-d6f0-489a-ad28-fa7feb94ecea"
} | {
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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": "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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.449,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 0.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-7E328F70C0",
"grid_service_limit_mw": 13.68,
"gross_sqft": 1016728,
"infill_site": false,
"lease_expiry_months": 34,... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.333,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 847570... | [
{
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"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"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... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
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"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": 0.255
} | {
"annualized_noi_impact_usd": -177977,
"annualized_revenue_impact_usd": -246840,
"cap_rate_pressure_pct": -0.28,
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"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -2.38,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.7
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.168,
"demand_pressure": 0.534,
"entitlement_friction": 0.129,
"labor_shortage": 0.837,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100648",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:30:00Z",
"trace_id": "597c6599-0bc2-4aec-8ec4-a0ac703e7a5a"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.465,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.73,
"battery_mwh": 1.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-8BB4DB6D4D",
"grid_service_limit_mw": 11.98,
"gross_sqft": 885124,
"infill_site": false,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.183,
"cluster_utilization_pct": 0.931,
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"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.525,
"nearby_nodes": 4,
"network_redundancy_score": 0.33,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
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"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -153205,
"annualized_revenue_impact_usd": -246996,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 678967,
"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -3.02,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.81
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.183,
"demand_pressure": 0.438,
"entitlement_friction": 0.525,
"labor_shortage": 0.756,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-100649",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "eb382b10-4557-4c64-8614-76ab0569c6b1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.413,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.317,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.34,
"battery_mwh": 1.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-6EB578882D",
"grid_service_limit_mw": 20.45,
"gross_sqft": 270037,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.07,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.552,
"nearby_nodes": 4,
"network_redundancy_score": 0.549,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1548497... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 28900,
"annualized_revenue_impact_usd": 45710,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 523061,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 2.01,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.67
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.457,
"capital_availability": 0.07,
"demand_pressure": 0.639,
"entitlement_friction": 0.552,
"labor_shortage": 0.837,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100650",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:50:00Z",
"trace_id": "4e70d7eb-b08b-4d3d-abeb-953a98f89fba"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.31,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 6.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-2931808F46",
"grid_service_limit_mw": 12.83,
"gross_sqft": 880631,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.746,
"nearby_nodes": 6,
"network_redundancy_score": 0.39,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 76798,
"annualized_revenue_impact_usd": 105552,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 672628,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.83
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.621,
"capital_availability": 0.333,
"demand_pressure": 0.597,
"entitlement_friction": 0.746,
"labor_shortage": 0.948,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-100651",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:18:00Z",
"trace_id": "667b0c41-631f-47ed-81b4-35257b0bf4a0"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.009,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.237,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.81,
"battery_mwh": 5.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-598DF82201",
"grid_service_limit_mw": 8.21,
"gross_sqft": 975957,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.349,
"nearby_nodes": 8,
"network_redundancy_score": 0.612,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 8064... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.209
} | {
"annualized_noi_impact_usd": -297223,
"annualized_revenue_impact_usd": -434002,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 445006,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.13,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.41
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.502,
"capital_availability": 0.2,
"demand_pressure": 0.372,
"entitlement_friction": 0.349,
"labor_shortage": 0.787,
"portfolio_tightness": 0.719,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100652",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "e0f307e0-1ed4-4ab1-95c1-6a7faf579457"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.296,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.166,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.8,
"battery_mwh": 11.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-88CA07574F",
"grid_service_limit_mw": 11.61,
"gross_sqft": 581014,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.572,
"nearby_nodes": 8,
"network_redundancy_score": 0.431,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"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": 2.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 155605,
"annualized_revenue_impact_usd": 261564,
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"decision_horizon_days": 30,
"estimated_capex_usd": 571426,
"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.023,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.76
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.248,
"capital_availability": 0.454,
"demand_pressure": 0.553,
"entitlement_friction": 0.572,
"labor_shortage": 1,
"portfolio_tightness": 0.67,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-100653",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "e0c34160-7816-4446-ac18-039919213ff6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.178,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.78,
"battery_mwh": 1.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-15B4DAB8D3",
"grid_service_limit_mw": 22.82,
"gross_sqft": 600975,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.457,
"nearby_nodes": 8,
"network_redundancy_score": 0.44,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -54049,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": -1.08,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.33
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.566,
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"demand_pressure": 0.632,
"entitlement_friction": 0.457,
"labor_shortage": 0.866,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100654",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:33:00Z",
"trace_id": "eed25966-e10b-4e22-88cb-90bf81d0ce8f"
} | {
"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": "labor_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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.326,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.74,
"battery_mwh": 4.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-6E4F8FF02B",
"grid_service_limit_mw": 14.46,
"gross_sqft": 1423101,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.792,
"nearby_nodes": 6,
"network_redundancy_score": 0.677,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.605
} | {
"annualized_noi_impact_usd": -5264,
"annualized_revenue_impact_usd": -8199,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 501411,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 0.21,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.62
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.318,
"demand_pressure": 0.608,
"entitlement_friction": 0.792,
"labor_shortage": 0.998,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100655",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "812b7d41-8764-45ac-ae53-01092f895bcb"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.02,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.227,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.59,
"battery_mwh": 1.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-5AB0388219",
"grid_service_limit_mw": 11.98,
"gross_sqft": 954658,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.558,
"nearby_nodes": 2,
"network_redundancy_score": 0.758,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -154242,
"annualized_revenue_impact_usd": -206154,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 648315,
"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -1.23,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.86
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.97
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.269,
"capital_availability": 0.324,
"demand_pressure": 0.3,
"entitlement_friction": 0.558,
"labor_shortage": 0.906,
"portfolio_tightness": 0.545,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100656",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "93bd82b9-a912-405c-ba3f-42c8eec5c45b"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.346,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.46,
"battery_mwh": 10.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-9547D4A991",
"grid_service_limit_mw": 12.35,
"gross_sqft": 557909,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.742,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.863,
"nearby_nodes": 3,
"network_redundancy_score": 0.509,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 87.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.616
} | {
"annualized_noi_impact_usd": 104232,
"annualized_revenue_impact_usd": 138990,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 407420,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 2.81,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.79
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.742,
"demand_pressure": 0.703,
"entitlement_friction": 0.863,
"labor_shortage": 0.733,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100657",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:25:00Z",
"trace_id": "ab60cfe2-c9fe-4e13-abce-5cbf012aeb65"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.342,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 10.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-C322E9C8BF",
"grid_service_limit_mw": 11.92,
"gross_sqft": 747878,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.701,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.245,
"nearby_nodes": 6,
"network_redundancy_score": 0.689,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 78.9,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": -0.05,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -139638,
"annualized_revenue_impact_usd": -226612,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 627776,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.91
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.701,
"demand_pressure": 0.292,
"entitlement_friction": 0.245,
"labor_shortage": 0.646,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100658",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:13:00Z",
"trace_id": "37b6da92-995a-4647-8763-6d44642e4445"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.226,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.27,
"battery_mwh": 7.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-B9B8E5B5E8",
"grid_service_limit_mw": 6.49,
"gross_sqft": 1075527,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.305,
"cluster_utilization_pct": 0.972,
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"cross_node_rebalancing_capacity_pct": 0.188,
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"nearby_nodes": 7,
"network_redundancy_score": 0.868,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.7,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -146141,
"annualized_revenue_impact_usd": -247943,
"cap_rate_pressure_pct": -0.19,
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"estimated_capex_usd": 640702,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": -0.15,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.08
},
{
"action": "delay_spec_development",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.836,
"capital_availability": 0.305,
"demand_pressure": 0.593,
"entitlement_friction": 0.759,
"labor_shortage": 0.723,
"portfolio_tightness": 0.718,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100659",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:53:00Z",
"trace_id": "4a3f652a-9d24-49b9-a839-8b17158f3465"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.005,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.363,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 8.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-6DCD87B45D",
"grid_service_limit_mw": 15.2,
"gross_sqft": 778667,
"infill_site": true,
"lease_expiry_months": 69,
"occup... | {
"capital_availability": 0.289,
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"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.621,
"nearby_nodes": 3,
"network_redundancy_score": 0.791,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 74,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": -0.77,
"rent_growth_90d_pct": -0.09,
"tenant_expansion_probability": 0.145... | {
"annualized_noi_impact_usd": -198355,
"annualized_revenue_impact_usd": -283248,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 466913,
"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -3.31,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.47
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.596,
"capital_availability": 0.289,
"demand_pressure": 0.437,
"entitlement_friction": 0.621,
"labor_shortage": 0.844,
"portfolio_tightness": 0.328,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100660",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:11:00Z",
"trace_id": "4250e1a6-9140-4d83-adca-873418fd70eb"
} | {
"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.056,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.81,
"battery_mwh": 6.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-E35725C5BE",
"grid_service_limit_mw": 10.43,
"gross_sqft": 1040532,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.785,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.257,
"nearby_nodes": 8,
"network_redundancy_score": 0.718,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 78.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_f... | {
"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",
"forecast... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -0.43,
"tenant_expansion_probability": 0.167
} | {
"annualized_noi_impact_usd": -273534,
"annualized_revenue_impact_usd": -400329,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 565813,
"expansion_capture_probability_post_event": 0.063,
"lease_rate_change_pct": -3.1,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.56
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.88
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.785,
"demand_pressure": 0.31,
"entitlement_friction": 0.257,
"labor_shortage": 0.632,
"portfolio_tightness": 0.347,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-100661",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:51:00Z",
"trace_id": "dbf42aa2-485e-4d38-9634-4f9ab18572aa"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": 0.255,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 4.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-73F0B01793",
"grid_service_limit_mw": 13.91,
"gross_sqft": 985730,
"infill_site": false,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.54,
"nearby_nodes": 3,
"network_redundancy_score": 0.503,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 94.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 88.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_rate_... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
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"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 4.63,
"tenant_expansion_probability": 0.636
} | {
"annualized_noi_impact_usd": 102804,
"annualized_revenue_impact_usd": 163502,
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"decision_horizon_days": 60,
"estimated_capex_usd": 449425,
"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 4,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.54
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.576,
"demand_pressure": 0.8,
"entitlement_friction": 0.54,
"labor_shortage": 0.6,
"portfolio_tightness": 0.491,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-100662",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:57:00Z",
"trace_id": "e7d5c8d2-73ff-497e-a06c-c4ab85e9aebf"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.268,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.27,
"battery_mwh": 11.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-0898C1885A",
"grid_service_limit_mw": 7.41,
"gross_sqft": 446151,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.671,
"nearby_nodes": 7,
"network_redundancy_score": 0.737,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.4,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.351
} | {
"annualized_noi_impact_usd": -14663,
"annualized_revenue_impact_usd": -23847,
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"decision_horizon_days": 60,
"estimated_capex_usd": 551803,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.49
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.362,
"demand_pressure": 0.715,
"entitlement_friction": 0.671,
"labor_shortage": 0.946,
"portfolio_tightness": 0.716,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100663",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:38:00Z",
"trace_id": "6a80bfcb-4df6-46bc-becc-4e7499520e9a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.7,
"battery_mwh": 6.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-BB331E9D70",
"grid_service_limit_mw": 21.13,
"gross_sqft": 1174953,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.622,
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"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.568,
"nearby_nodes": 8,
"network_redundancy_score": 0.569,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1717668... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -192935,
"annualized_revenue_impact_usd": -280394,
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"estimated_capex_usd": 614563,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -2.2,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.96
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.99
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.517,
"entitlement_friction": 0.568,
"labor_shortage": 0.788,
"portfolio_tightness": 0.425,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100664",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:44:00Z",
"trace_id": "b8d05b00-50e6-48fc-864b-c80736fdfa4f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.403,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.265,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.66,
"battery_mwh": 5.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-FF846EE3C4",
"grid_service_limit_mw": 12.44,
"gross_sqft": 1017544,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.368,
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"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.449,
"nearby_nodes": 6,
"network_redundancy_score": 0.328,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
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"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.595
} | {
"annualized_noi_impact_usd": 137670,
"annualized_revenue_impact_usd": 230672,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 594569,
"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.89
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.83,
"entitlement_friction": 0.449,
"labor_shortage": 0.74,
"portfolio_tightness": 0.636,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-100665",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:27:00Z",
"trace_id": "a813e1eb-ee44-483c-9def-20bb64d6d6b0"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 4.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-666727A0B8",
"grid_service_limit_mw": 11.96,
"gross_sqft": 647382,
"infill_site": true,
"lease_expiry_months": 15,
"occup... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.582,
"nearby_nodes": 5,
"network_redundancy_score": 0.614,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 79.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": -1.05,
"rent_growth_90d_pct": -1.88,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -185035,
"annualized_revenue_impact_usd": -249890,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 669656,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.52,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.41
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.609,
"demand_pressure": 0.35,
"entitlement_friction": 0.582,
"labor_shortage": 0.53,
"portfolio_tightness": 0.321,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-100666",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:14:00Z",
"trace_id": "f0504fb7-792b-4073-a4a2-f640652c3c47"
} | {
"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": 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": 0.381,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.77,
"battery_mwh": 3.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-D988A1E70E",
"grid_service_limit_mw": 12.82,
"gross_sqft": 217115,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.58,
"nearby_nodes": 4,
"network_redundancy_score": 0.828,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 826878,
... | [
{
"appointment_fill_pct": 95.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability": 0.565
} | {
"annualized_noi_impact_usd": 39869,
"annualized_revenue_impact_usd": 59036,
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"decision_horizon_days": 60,
"estimated_capex_usd": 417769,
"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 3.33,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.34
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.199,
"demand_pressure": 0.971,
"entitlement_friction": 0.58,
"labor_shortage": 0.729,
"portfolio_tightness": 0.442,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-100667",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:37:00Z",
"trace_id": "1b5338aa-f0d0-41f7-aebc-e2db5e7e9080"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.59,
"battery_mwh": 12.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-A194F1A3A0",
"grid_service_limit_mw": 24.42,
"gross_sqft": 919684,
"infill_site": true,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.666,
"nearby_nodes": 2,
"network_redundancy_score": 0.861,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.233
} | {
"annualized_noi_impact_usd": -66749,
"annualized_revenue_impact_usd": -87581,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 665169,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -1.32,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.37
},
{
"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": 0.219,
"demand_pressure": 0.469,
"entitlement_friction": 0.666,
"labor_shortage": 0.642,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-100668",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:33:00Z",
"trace_id": "467ba481-c5bd-4357-8de5-c50f82b75961"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.131,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.59,
"battery_mwh": 8.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-1E307C1775",
"grid_service_limit_mw": 22.86,
"gross_sqft": 1103139,
"infill_site": true,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.505,
"nearby_nodes": 5,
"network_redundancy_score": 0.642,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 79.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 0.17,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -145607,
"annualized_revenue_impact_usd": -244537,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 488834,
"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": -2.22,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.64
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.66
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.479,
"demand_pressure": 0.306,
"entitlement_friction": 0.505,
"labor_shortage": 0.715,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100669",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "052f22a9-f6d4-4107-ae0e-bd984c4cb805"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.406,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.23,
"battery_mwh": 9.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-59A16F9F60",
"grid_service_limit_mw": 11.38,
"gross_sqft": 767179,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.547,
"nearby_nodes": 3,
"network_redundancy_score": 0.385,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 94,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 88.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.64
} | {
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"annualized_revenue_impact_usd": 100350,
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"decision_horizon_days": 90,
"estimated_capex_usd": 528322,
"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 36.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.26
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.79,
"entitlement_friction": 0.547,
"labor_shortage": 0.642,
"portfolio_tightness": 0.448,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100670",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:52:00Z",
"trace_id": "02b7a066-81c1-4e7c-9415-0aca5b988a56"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 1.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-AF8695D385",
"grid_service_limit_mw": 15.09,
"gross_sqft": 1383435,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.466,
"nearby_nodes": 4,
"network_redundancy_score": 0.395,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 92.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.46,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.544
} | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.33
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.618,
"demand_pressure": 0.984,
"entitlement_friction": 0.466,
"labor_shortage": 0.773,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.736,
"id": "FORGE-100671",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "ed09a04c-e9a6-4003-9a4d-91a4d3fda8aa"
} | {
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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",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.069,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 7.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-E3439DFA77",
"grid_service_limit_mw": 14.01,
"gross_sqft": 973000,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
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"cross_node_rebalancing_capacity_pct": 0.099,
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"nearby_nodes": 2,
"network_redundancy_score": 0.695,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124658... | [
{
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"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.9,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.93,
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} | {
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"expansion_capture_probability_post_event": 0.571,
"lease_rate_change_pct": 2.81,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.11
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.425,
"demand_pressure": 0.633,
"entitlement_friction": 0.412,
"labor_shortage": 0.554,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100672",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:31:00Z",
"trace_id": "1a3b85db-473f-4fd4-9473-19c56ac40b6f"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.113,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 5.91,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
"dock_doors": 95,
"facility_id": "FAC-3A5B65194A",
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"gross_sqft": 959586,
"infill_site": true,
"lease_expiry_months": 36,
"... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.811,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.2... | {
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"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -2.29,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.57
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.72
},
{
"action": "shift_overflow_to_s... | {
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"labor_shortage": 0.683,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-100673",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:47:00Z",
"trace_id": "228ae818-3ab2-4d61-be24-7e0108719941"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.6,
"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": 0.364,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 3.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-11579F03AF",
"grid_service_limit_mw": 25.95,
"gross_sqft": 1251302,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.647,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 79.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.55,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.6,
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"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -26707,
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"lease_rate_change_pct": 0.84,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 23.67
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.428,
"demand_pressure": 0.331,
"entitlement_friction": 0.304,
"labor_shortage": 0.597,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100674",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:39:00Z",
"trace_id": "7cece403-5a2c-4a67-997d-c87cb6b2eb6a"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.323,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.09,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-462012FF8A",
"grid_service_limit_mw": 12.59,
"gross_sqft": 1042929,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.909,
"nearby_nodes": 7,
"network_redundancy_score": 0.474,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.9,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 210620,
"annualized_revenue_impact_usd": 286648,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 591495,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.83
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.41
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.416,
"demand_pressure": 0.522,
"entitlement_friction": 0.909,
"labor_shortage": 0.706,
"portfolio_tightness": 0.66,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-100675",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:09:00Z",
"trace_id": "2b2ca34d-7ac6-48d9-ab22-7bf71396f579"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.083,
"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": 0.36,
"battery_mwh": 11.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-C35A72A9FB",
"grid_service_limit_mw": 6.66,
"gross_sqft": 1134452,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.227,
"nearby_nodes": 8,
"network_redundancy_score": 0.337,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 77... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -309451,
"annualized_revenue_impact_usd": -483064,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 610462,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -1.08,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.14
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.257,
"demand_pressure": 0.49,
"entitlement_friction": 0.227,
"labor_shortage": 1,
"portfolio_tightness": 0.687,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100676",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:06:00Z",
"trace_id": "6f48fd8a-a552-43a7-903f-64d8390b0aa3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.374,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 3.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-6F7280688C",
"grid_service_limit_mw": 23.4,
"gross_sqft": 1125110,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
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"cluster_utilization_pct": 0.909,
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"cross_node_rebalancing_capacity_pct": 0.088,
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"nearby_nodes": 6,
"network_redundancy_score": 0.41,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 86.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rate_p... | {
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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": 1.98,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 51.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.98
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.509,
"demand_pressure": 0.699,
"entitlement_friction": 0.462,
"labor_shortage": 0.773,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-100677",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:13:00Z",
"trace_id": "d56507fe-97c0-465b-b13d-6ab7140cc07d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.077,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 0.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-7942655446",
"grid_service_limit_mw": 11.39,
"gross_sqft": 1196720,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
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"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.656,
"nearby_nodes": 8,
"network_redundancy_score": 0.334,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.276... | {
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"annualized_revenue_impact_usd": -577170,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.67
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.499,
"capital_availability": 0.253,
"demand_pressure": 0.393,
"entitlement_friction": 0.656,
"labor_shortage": 0.886,
"portfolio_tightness": 0.611,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-100678",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:22:00Z",
"trace_id": "d5fb4371-d087-4912-9123-7d086ea6d82c"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.315,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 2.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-E8F7295855",
"grid_service_limit_mw": 15.28,
"gross_sqft": 759180,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.919,
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"entitlement_friction": 0.158,
"nearby_nodes": 4,
"network_redundancy_score": 0.464,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 956657... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"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": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.8,
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"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 5.5,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 212150,
"annualized_revenue_impact_usd": 296350,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 4.01,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.23
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.626,
"capital_availability": 0.352,
"demand_pressure": 0.668,
"entitlement_friction": 0.158,
"labor_shortage": 0.731,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-100679",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "5fef2732-2524-4c04-af2c-8092743e7fb3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.379,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.149,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.48,
"battery_mwh": 3.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-6C14496695",
"grid_service_limit_mw": 16.35,
"gross_sqft": 1221648,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.001,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.411,
"nearby_nodes": 2,
"network_redundancy_score": 0.448,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.865,
"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": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.517
} | {
"annualized_noi_impact_usd": 138059,
"annualized_revenue_impact_usd": 236507,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 604530,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.25
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.607,
"capital_availability": 0.001,
"demand_pressure": 0.945,
"entitlement_friction": 0.411,
"labor_shortage": 0.547,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100680",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:46:00Z",
"trace_id": "a3801baa-4803-4f0d-8556-4e2d0c1063e6"
} | {
"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": 7.4,
"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": 0.303,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.15,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.29,
"battery_mwh": 0.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-23E085489A",
"grid_service_limit_mw": 22.48,
"gross_sqft": 1052472,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.124,
"nearby_nodes": 3,
"network_redundancy_score": 0.505,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 998869... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.1,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 175140,
"annualized_revenue_impact_usd": 271479,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 589566,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.36
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.478,
"capital_availability": 0.364,
"demand_pressure": 0.586,
"entitlement_friction": 0.124,
"labor_shortage": 0.692,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-100681",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:10:00Z",
"trace_id": "682a7b9c-a1f1-4288-8b31-1708b58ff0f8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"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": 0.037,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.465,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.77,
"battery_mwh": 4.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-786780F5E2",
"grid_service_limit_mw": 16.05,
"gross_sqft": 1392035,
"infill_site": true,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.789,
"nearby_nodes": 7,
"network_redundancy_score": 0.349,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.174
} | {
"annualized_noi_impact_usd": -701666,
"annualized_revenue_impact_usd": -930338,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 596571,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -2.67,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.32
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.94
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.258,
"demand_pressure": 0.42,
"entitlement_friction": 0.789,
"labor_shortage": 0.834,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100682",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:14:00Z",
"trace_id": "09e9c364-88c9-44f5-858b-df6a1a47fa41"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.014,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.258,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.2,
"battery_mwh": 10.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-25D8F51A3A",
"grid_service_limit_mw": 9.36,
"gross_sqft": 805695,
"infill_site": false,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.645,
"nearby_nodes": 7,
"network_redundancy_score": 0.533,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1005... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.177
} | {
"annualized_noi_impact_usd": -426791,
"annualized_revenue_impact_usd": -630510,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 556901,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.37
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.518,
"capital_availability": 0.551,
"demand_pressure": 0.503,
"entitlement_friction": 0.645,
"labor_shortage": 0.848,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100683",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:35:00Z",
"trace_id": "2732f017-6b64-488d-808e-9b4e946de929"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.02,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.2,
"battery_mwh": 0.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-66627D42C7",
"grid_service_limit_mw": 15.73,
"gross_sqft": 1305392,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.301,
"nearby_nodes": 2,
"network_redundancy_score": 0.552,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": -1.17,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -309381,
"annualized_revenue_impact_usd": -403057,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 471725,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -3.65,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.85
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.343,
"capital_availability": 0.161,
"demand_pressure": 0.385,
"entitlement_friction": 0.301,
"labor_shortage": 0.659,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-100684",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "b545cd7a-f9fc-4627-b999-317b55547c66"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.165,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.57,
"battery_mwh": 9.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-A06FFD5050",
"grid_service_limit_mw": 11.13,
"gross_sqft": 1441235,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.178,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.486,
"nearby_nodes": 8,
"network_redundancy_score": 0.635,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": -13463,
"annualized_revenue_impact_usd": -18403,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 564287,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.72
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.433,
"capital_availability": 0.178,
"demand_pressure": 0.491,
"entitlement_friction": 0.486,
"labor_shortage": 0.758,
"portfolio_tightness": 0.675,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100685",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:07:00Z",
"trace_id": "428b1c63-ade7-4375-b91b-d2742a546296"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.224,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.235,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.7,
"battery_mwh": 11.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-3C1B759EED",
"grid_service_limit_mw": 18.54,
"gross_sqft": 631413,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.172,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.538,
"nearby_nodes": 2,
"network_redundancy_score": 0.387,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 2.31,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": -6492,
"annualized_revenue_impact_usd": -8600,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 512389,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": -0.58,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.22
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.241,
"capital_availability": 0.172,
"demand_pressure": 0.5,
"entitlement_friction": 0.538,
"labor_shortage": 0.666,
"portfolio_tightness": 0.54,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100686",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:50:00Z",
"trace_id": "374b81fb-214c-41aa-b373-54b6555def3b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.074,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.4,
"battery_mwh": 5.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-A90B50B25D",
"grid_service_limit_mw": 13.55,
"gross_sqft": 556664,
"infill_site": false,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.15,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.676,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.856,
"nearby_nodes": 8,
"network_redundancy_score": 0.668,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.236
... | {
"annualized_noi_impact_usd": -201056,
"annualized_revenue_impact_usd": -298883,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 696058,
"expansion_capture_probability_post_event": 0.092,
"lease_rate_change_pct": -3.05,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.67
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.328,
"capital_availability": 0.15,
"demand_pressure": 0.276,
"entitlement_friction": 0.856,
"labor_shortage": 0.926,
"portfolio_tightness": 0.624,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-100687",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:52:00Z",
"trace_id": "998110f4-901e-477e-8b97-1e1b496622fd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.199,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.73,
"battery_mwh": 8.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-5FCABFCD67",
"grid_service_limit_mw": 8.41,
"gross_sqft": 720604,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.753,
"nearby_nodes": 4,
"network_redundancy_score": 0.694,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1098... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -59367,
"annualized_revenue_impact_usd": -99636,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 540023,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": -1.36,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.36
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.325,
"demand_pressure": 0.737,
"entitlement_friction": 0.753,
"labor_shortage": 0.915,
"portfolio_tightness": 0.606,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-100688",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:20:00Z",
"trace_id": "f83ca0d5-6c2a-4c76-91c6-3ec950586730"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"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": 0.474,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.33,
"battery_mwh": 2.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-A97C7585BC",
"grid_service_limit_mw": 10.89,
"gross_sqft": 577073,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.684,
"nearby_nodes": 8,
"network_redundancy_score": 0.375,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 613... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -9338,
"annualized_revenue_impact_usd": -13971,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 636196,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -1,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.32
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.562,
"capital_availability": 0.491,
"demand_pressure": 0.709,
"entitlement_friction": 0.684,
"labor_shortage": 0.633,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-100689",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:17:00Z",
"trace_id": "84772c6e-ee2a-4dee-86eb-7cf6d22f44a3"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.392,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.23,
"battery_mwh": 5.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-93CA9D8FCC",
"grid_service_limit_mw": 19.65,
"gross_sqft": 1153139,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.095,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.467,
"nearby_nodes": 2,
"network_redundancy_score": 0.78,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.5,
"dock_utilization_pct": 91.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 252784,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 517986,
"expansion_capture_probability_post_event": 0.555,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.095,
"demand_pressure": 0.928,
"entitlement_friction": 0.467,
"labor_shortage": 0.818,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-100690",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "0eeec3fa-a3c7-4072-8cf1-aa838da92789"
} | {
"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",
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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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.69,
"battery_mwh": 11.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-A741C34810",
"grid_service_limit_mw": 12.27,
"gross_sqft": 1319513,
"infill_site": false,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.709,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.222,
"nearby_nodes": 4,
"network_redundancy_score": 0.324,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 703... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"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 last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0.714
} | {
"annualized_noi_impact_usd": 610116,
"annualized_revenue_impact_usd": 812270,
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"decision_horizon_days": 30,
"estimated_capex_usd": 392263,
"expansion_capture_probability_post_event": 0.649,
"lease_rate_change_pct": 4.34,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.59
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.709,
"demand_pressure": 0.596,
"entitlement_friction": 0.222,
"labor_shortage": 0.769,
"portfolio_tightness": 0.718,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100691",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:13:00Z",
"trace_id": "023f91b0-ff92-4a82-815b-baf8fd50cacc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.091,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 11.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-E32FCB27D7",
"grid_service_limit_mw": 14.72,
"gross_sqft": 357361,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.763,
"nearby_nodes": 7,
"network_redundancy_score": 0.423,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"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": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
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"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 5.86,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": 45868,
"annualized_revenue_impact_usd": 76679,
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"estimated_capex_usd": 579299,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.028,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.42
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.498,
"demand_pressure": 0.897,
"entitlement_friction": 0.763,
"labor_shortage": 0.711,
"portfolio_tightness": 0.579,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-100692",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "6badc5fc-7b47-43f5-9908-eb59e63aa2d7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.329,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 3.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-32672DC55F",
"grid_service_limit_mw": 18.06,
"gross_sqft": 1245338,
"infill_site": true,
"lease_expiry_months": 27,
"occ... | {
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"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.419,
"nearby_nodes": 8,
"network_redundancy_score": 0.64,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
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"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 5.42,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": 27245,
"annualized_revenue_impact_usd": 42122,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.88
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.596,
"demand_pressure": 0.39,
"entitlement_friction": 0.419,
"labor_shortage": 0.692,
"portfolio_tightness": 0.569,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100693",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:18:00Z",
"trace_id": "167f0613-0a4d-4316-acfe-5c60fbc87600"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 6.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-CDC2B8E48B",
"grid_service_limit_mw": 17.8,
"gross_sqft": 1483822,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.267,
"nearby_nodes": 3,
"network_redundancy_score": 0.42,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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": 2.49,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.94,
"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 320720,
"annualized_revenue_impact_usd": 445910,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.704,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.38
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.529,
"capital_availability": 0.575,
"demand_pressure": 0.613,
"entitlement_friction": 0.267,
"labor_shortage": 0.725,
"portfolio_tightness": 0.533,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-100694",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:25:00Z",
"trace_id": "541968d1-47fa-40b5-bb23-cc51bf97b39a"
} | {
"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": 8.7,
"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": 0.364,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.42,
"battery_mwh": 11.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-27797485A3",
"grid_service_limit_mw": 17.82,
"gross_sqft": 581192,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
"capital_availability": 0.342,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.158,
"nearby_nodes": 3,
"network_redundancy_score": 0.475,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 88.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 30697,
"annualized_revenue_impact_usd": 50582,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 411079,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.09
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.342,
"demand_pressure": 0.817,
"entitlement_friction": 0.158,
"labor_shortage": 0.722,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100695",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "ac697cbd-68f2-45bd-a15a-5e7bc4c896c4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.112,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.371,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
"battery_mwh": 6.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-459E6F01D0",
"grid_service_limit_mw": 17.42,
"gross_sqft": 343053,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.236,
"nearby_nodes": 6,
"network_redundancy_score": 0.661,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 81.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.264
} | {
"annualized_noi_impact_usd": -22776,
"annualized_revenue_impact_usd": -32231,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 461766,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -1.25,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.77,
"capital_availability": 0.515,
"demand_pressure": 0.426,
"entitlement_friction": 0.236,
"labor_shortage": 0.892,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-100696",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "915b4638-55ea-4ba6-b28c-9bfb521e5cb1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.016,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.253,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.3,
"battery_mwh": 2.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-2923E54E96",
"grid_service_limit_mw": 7.16,
"gross_sqft": 909548,
"infill_site": false,
"lease_expiry_months": 31,
"occup... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.327,
"nearby_nodes": 4,
"network_redundancy_score": 0.826,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 43... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -236119,
"annualized_revenue_impact_usd": -403681,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 739578,
"expansion_capture_probability_post_event": 0.049,
"lease_rate_change_pct": -0.32,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.98
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.86
},
{
"action": "deploy_peak_shaving",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.562,
"demand_pressure": 0.348,
"entitlement_friction": 0.327,
"labor_shortage": 0.74,
"portfolio_tightness": 0.661,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-100697",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:08:00Z",
"trace_id": "d58320ad-4619-4491-b3ab-5d6401c443af"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.03,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.147,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 1.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-EE0DEBF4AA",
"grid_service_limit_mw": 9.66,
"gross_sqft": 1082653,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.38,
"nearby_nodes": 5,
"network_redundancy_score": 0.813,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 617... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -334177,
"annualized_revenue_impact_usd": -489143,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 620497,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -1.12,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.54
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.116,
"demand_pressure": 0.592,
"entitlement_friction": 0.38,
"labor_shortage": 0.844,
"portfolio_tightness": 0.7,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-100698",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:07:00Z",
"trace_id": "d5500544-0d9c-4f27-b4ad-295fcf660543"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.317,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.307,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.73,
"battery_mwh": 4.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-EE88AE0FDF",
"grid_service_limit_mw": 12.09,
"gross_sqft": 428300,
"infill_site": true,
"lease_expiry_months": 72,
"occup... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.86,
"nearby_nodes": 3,
"network_redundancy_score": 0.531,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 86.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"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": 2.7,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 4.03,
"rent_growth_90d_pct": 3.34,
"tenant_expansion_probability": 0.621
} | {
"annualized_noi_impact_usd": 76502,
"annualized_revenue_impact_usd": 101825,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 1.12,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.24
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.56
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.585,
"demand_pressure": 0.644,
"entitlement_friction": 0.86,
"labor_shortage": 0.801,
"portfolio_tightness": 0.624,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-100699",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "b3c1cf66-7dde-4650-b483-1c93b98c1c3e"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.154,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.37,
"battery_mwh": 4.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-3C149D8E10",
"grid_service_limit_mw": 14.52,
"gross_sqft": 362387,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.302,
"nearby_nodes": 7,
"network_redundancy_score": 0.334,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.419
} | {
"annualized_noi_impact_usd": -11503,
"annualized_revenue_impact_usd": -14958,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 462704,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.91
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.242,
"capital_availability": 0.689,
"demand_pressure": 0.394,
"entitlement_friction": 0.302,
"labor_shortage": 1,
"portfolio_tightness": 0.662,
"pow... |
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