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": 0.882,
"id": "FORGE-103700",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "901fb8de-0b61-42fe-ac13-811673dd7d2a"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.022,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.462,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-F0E2AAD697",
"grid_service_limit_mw": 10.02,
"gross_sqft": 1336998,
"infill_site": false,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0.73,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.651,
"nearby_nodes": 6,
"network_redundancy_score": 0.515,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 159... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 79.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.5,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -728168,
"annualized_revenue_impact_usd": -971443,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 685909,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.29,
"occupancy_shift": -0.024,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.37
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.91
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.73,
"demand_pressure": 0.303,
"entitlement_friction": 0.651,
"labor_shortage": 0.957,
"portfolio_tightness": 0.587,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-103701",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:12:00Z",
"trace_id": "d825eadc-b728-4b90-b812-1c7c7e6049a3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 1.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-54EBFAEED0",
"grid_service_limit_mw": 20.22,
"gross_sqft": 561979,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.082,
"nearby_nodes": 5,
"network_redundancy_score": 0.435,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.40... | {
"annualized_noi_impact_usd": -1586,
"annualized_revenue_impact_usd": -2284,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 556416,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.32
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.861,
"capital_availability": 0.568,
"demand_pressure": 0.629,
"entitlement_friction": 0.082,
"labor_shortage": 1,
"portfolio_tightness": 0.515,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-103702",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:45:00Z",
"trace_id": "75522c98-20fa-4142-ac34-f48994dd3e30"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.346,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.37,
"battery_mwh": 6.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-5753BD744E",
"grid_service_limit_mw": 8.57,
"gross_sqft": 224140,
"infill_site": false,
"lease_expiry_months": 58,
"occup... | {
"capital_availability": 0.81,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.229,
"nearby_nodes": 5,
"network_redundancy_score": 0.856,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 75.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 3.03,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 5.35,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 121314,
"annualized_revenue_impact_usd": 177750,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 525493,
"expansion_capture_probability_post_event": 0.641,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.09
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.37,
"capital_availability": 0.81,
"demand_pressure": 0.612,
"entitlement_friction": 0.229,
"labor_shortage": 0.79,
"portfolio_tightness": 0.698,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103703",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "bcd82841-c899-4983-b206-f257fc105a6a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.407,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.6,
"battery_mwh": 11.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-5D8123A03E",
"grid_service_limit_mw": 11.29,
"gross_sqft": 1115069,
"infill_site": false,
"lease_expiry_months": 71,
"o... | {
"capital_availability": 0.307,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.593,
"nearby_nodes": 3,
"network_redundancy_score": 0.484,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.3,
"dock_utilization_pct": 89.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.67
} | {
"annualized_noi_impact_usd": 400165,
"annualized_revenue_impact_usd": 657352,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 542874,
"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.33
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0.307,
"demand_pressure": 0.782,
"entitlement_friction": 0.593,
"labor_shortage": 0.905,
"portfolio_tightness": 0.718,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103704",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:36:00Z",
"trace_id": "a6aca167-a8a1-4409-aa9d-da19706eeb8d"
} | {
"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": 0.197,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.056,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.79,
"battery_mwh": 2.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-B8908F73EB",
"grid_service_limit_mw": 15.03,
"gross_sqft": 927822,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.179,
"nearby_nodes": 2,
"network_redundancy_score": 0.48,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1246187,
... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.29
... | {
"annualized_noi_impact_usd": -108346,
"annualized_revenue_impact_usd": -145463,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 651439,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -1.16,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.38
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.31
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.52,
"entitlement_friction": 0.179,
"labor_shortage": 0.636,
"portfolio_tightness": 0.42,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103705",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "24f45d9e-0294-43ba-9ebe-097b9669dd11"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.43,
"battery_mwh": 0.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-A4257522A6",
"grid_service_limit_mw": 11.31,
"gross_sqft": 814235,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.252,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.474,
"nearby_nodes": 8,
"network_redundancy_score": 0.745,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.491
} | {
"annualized_noi_impact_usd": -2228,
"annualized_revenue_impact_usd": -3090,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 427868,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0,
"service_penalty_risk_usd": 3... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.19
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.252,
"demand_pressure": 0.596,
"entitlement_friction": 0.474,
"labor_shortage": 0.826,
"portfolio_tightness": 0.607,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-103706",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "f24c3589-8140-4694-b055-bfe5bedf2fcd"
} | {
"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": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.427,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.277,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 7.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 32,
"facility_id": "FAC-87AF8CFCDB",
"grid_service_limit_mw": 14.27,
"gross_sqft": 320184,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.243,
"nearby_nodes": 5,
"network_redundancy_score": 0.408,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.582
} | {
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"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.54
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.311,
"demand_pressure": 0.705,
"entitlement_friction": 0.243,
"labor_shortage": 0.915,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103707",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:57:00Z",
"trace_id": "a8409a43-b073-4784-9e49-0c87ba63437b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.022,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.24,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.38,
"battery_mwh": 11.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-C5AF8B0A42",
"grid_service_limit_mw": 21.81,
"gross_sqft": 979798,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.323,
"nearby_nodes": 3,
"network_redundancy_score": 0.718,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": -0.44,
"tenant_expansion_probability": 0.125
} | {
"annualized_noi_impact_usd": -190946,
"annualized_revenue_impact_usd": -278775,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 490260,
"expansion_capture_probability_post_event": 0.031,
"lease_rate_change_pct": -3.42,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.19
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.299,
"demand_pressure": 0.477,
"entitlement_friction": 0.323,
"labor_shortage": 0.686,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103708",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:49:00Z",
"trace_id": "6b00f896-2e73-4a4c-8332-b6146a3ce798"
} | {
"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": "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": false,
"growth_rate": 0.364,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.76,
"battery_mwh": 11.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-712CE161A5",
"grid_service_limit_mw": 14.81,
"gross_sqft": 802422,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.123,
"nearby_nodes": 3,
"network_redundancy_score": 0.858,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 56... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
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"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 78490,
"annualized_revenue_impact_usd": 105994,
"cap_rate_pressure_pct": -0.01,
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"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.721,
"demand_pressure": 0.651,
"entitlement_friction": 0.123,
"labor_shortage": 0.518,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103709",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:53:00Z",
"trace_id": "ea74de8e-916d-46af-8111-9474c55008b9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.36,
"battery_mwh": 10.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-53B5320069",
"grid_service_limit_mw": 20.11,
"gross_sqft": 508859,
"infill_site": false,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.134,
"nearby_nodes": 5,
"network_redundancy_score": 0.432,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1473910... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -72561,
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"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -0.45,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.24
},
{
"action": "shift_overflow_to_satellite... | {
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"capital_availability": 0.355,
"demand_pressure": 0.349,
"entitlement_friction": 0.134,
"labor_shortage": 0.601,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-103710",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:17:00Z",
"trace_id": "064efab8-03bb-4483-97c9-18482e143eab"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"exposure": "demand_pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 8.34,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-4493BBCA56",
"grid_service_limit_mw": 9.06,
"gross_sqft": 578329,
"infill_site": false,
"lease_expiry_months": 26,
"occu... | {
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"entitlement_friction": 0.553,
"nearby_nodes": 6,
"network_redundancy_score": 0.559,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 105... | [
{
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"dock_utilization_pct": 93.6,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 5.06,
"rent_growth_90d_pct": 6.04,
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} | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.589,
"lease_rate_change_pct": 4.46,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.63
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 1,
"entitlement_friction": 0.553,
"labor_shortage": 0.87,
"portfolio_tightness": 0.724,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-103711",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:54:00Z",
"trace_id": "27a54976-09f6-49ce-80de-82b0a094f0e6"
} | {
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"environment": "production_portfolio",
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
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"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"
}
} | {
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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": 0.24,
"seasonality": 0.74,
"service_lev... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-557E5E1ED9",
"grid_service_limit_mw": 22.5,
"gross_sqft": 1129629,
"infill_site": true,
"lease_expiry_months": 65,
... | {
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"entitlement_friction": 0.519,
"nearby_nodes": 8,
"network_redundancy_score": 0.471,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 217383... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 3.01,
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} | {
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"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.47
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.737,
"entitlement_friction": 0.519,
"labor_shortage": 0.635,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-103712",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:12:00Z",
"trace_id": "d04c9c54-c94f-45f3-bb40-e1044e2a418d"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.193,
"seasonality": 0.74,
"servic... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-BC226922D9",
"grid_service_limit_mw": 12.99,
"gross_sqft": 502081,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.605,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 152197... | [
{
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"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
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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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"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.629... | {
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"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
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{
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"score": 41.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.55
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 1,
"entitlement_friction": 0.306,
"labor_shortage": 0.752,
"portfolio_tightness": 0.365,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-103713",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "9c5c0a0a-32de-4b53-9a2d-d25ed4d18b17"
} | {
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"environment": "production_portfolio",
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"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 6.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-7C7454A06B",
"grid_service_limit_mw": 14.44,
"gross_sqft": 1098846,
"infill_site": true,
"lease_expiry_months": 17,
... | {
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"cluster_utilization_pct": 0.936,
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"cross_node_rebalancing_capacity_pct": 0.05,
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"nearby_nodes": 2,
"network_redundancy_score": 0.86,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1165104,
... | [
{
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"dock_utilization_pct": 88.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": "contained",
"market_entry_score": 80,
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"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.518
} | {
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"annualized_revenue_impact_usd": 19021,
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"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
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{
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"score": 41.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.95
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.562,
"demand_pressure": 0.811,
"entitlement_friction": 0.634,
"labor_shortage": 0.744,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103714",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "4da6f9a7-1d11-4f8e-a411-75c77b473597"
} | {
"airport_proximity_km": 53,
"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"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.304,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 7.9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-FF4B4458EE",
"grid_service_limit_mw": 8.1,
"gross_sqft": 572307,
"infill_site": true,
"lease_expiry_months": 66,
"occupanc... | {
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"network_redundancy_score": 0.388,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3722... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.1,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill... | {
"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... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.51,
"rent_growth_90d_pct": 6.59,
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} | {
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"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.027,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 35.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.42
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.5,
"demand_pressure": 0.751,
"entitlement_friction": 0.645,
"labor_shortage": 0.634,
"portfolio_tightness": 0.576,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-103715",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:20:00Z",
"trace_id": "7802d820-2c7d-45fc-af75-ab3c84727bf3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.2,
"gross_sqft": 333847,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.436,
"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": 52.3,
"reefer_temp_delta_c": 0.15,
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{
"action": "activate_temp_labor",
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"score": 37.44
},
{
"action": "rebalance_carri... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103716",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:07:00Z",
"trace_id": "8e867a21-e532-410e-94b4-28d78ed26c5e"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.321,
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"grid_service_limit_mw": 11.77,
"gross_sqft": 454685,
"infill_site": false,
"lease_expiry_months": 20,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.702,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 33.65
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{
"action": "rebalance_carri... | {
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"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103717",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:38:00Z",
"trace_id": "0238af7f-5bbb-420b-beab-bc20c2fbc457"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "validated_operational_friction",
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{... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target... | {
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"infill_site": true,
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"oc... | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
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{
"action": "shift_overflow_to_satellite",
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{
... | {
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"powe... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
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"timestamp": "2026-01-01T19:27:00Z",
"trace_id": "65192204-6c60-4612-a26d-4e85da99e2ea"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
"action": "validated_operational_friction",
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{... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.49,
"service_level_targe... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"grid_service_limit_mw": 23.37,
"gross_sqft": 677027,
"infill_site": true,
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"o... | {
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"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 0.49,
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} | {
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"lease_rate_change_pct": -0.76,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.74
},
{
... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-103719",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:54:00Z",
"trace_id": "89331e50-68d6-4ce6-887c-9726d42b8582"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
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"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"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.171,
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"s... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 25.74,
"gross_sqft": 310459,
"infill_site": true,
"lease_expiry_months": 41,
"occupa... | {
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"network_redundancy_score": 0.631,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "TOWER_CORE",
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"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fil... | {
"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... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 1.46,
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... | {
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"lease_rate_change_pct": -1.04,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.35
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.78
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.886,
"capital_availability": 0.607,
"demand_pressure": 0.583,
"entitlement_friction": 0.347,
"labor_shortage": 0.826,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-103720",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:48:00Z",
"trace_id": "fe0d3772-a7f1-43ba-9190-52d6f56b6344"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.27,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.5,
"battery_mwh": 1.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-C682309198",
"grid_service_limit_mw": 22.71,
"gross_sqft": 1327763,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.606,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.654,
"nearby_nodes": 6,
"network_redundancy_score": 0.341,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 90489,
"annualized_revenue_impact_usd": 133131,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 633486,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.14
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.8
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.606,
"demand_pressure": 0.645,
"entitlement_friction": 0.654,
"labor_shortage": 0.794,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-103721",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "110f84f8-a6b0-4e13-aa44-4a0ea9586d47"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.359,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.26,
"battery_mwh": 3.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-93C30B53B7",
"grid_service_limit_mw": 8.34,
"gross_sqft": 738498,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.767,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.488,
"nearby_nodes": 8,
"network_redundancy_score": 0.58,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 185... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.266
... | {
"annualized_noi_impact_usd": -132777,
"annualized_revenue_impact_usd": -221614,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 436377,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.45
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.767,
"demand_pressure": 0.511,
"entitlement_friction": 0.488,
"labor_shortage": 0.792,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103722",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:53:00Z",
"trace_id": "b2861465-711b-4463-b400-6340c3470ca2"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.054,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.347,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.74,
"battery_mwh": 9.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-2FAB859B15",
"grid_service_limit_mw": 6.88,
"gross_sqft": 560743,
"infill_site": true,
"lease_expiry_months": 40,
"... | {
"capital_availability": 0.73,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.759,
"nearby_nodes": 5,
"network_redundancy_score": 0.858,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1935... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 79,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 76,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_rate_pct": 67.... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.7,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.242
... | {
"annualized_noi_impact_usd": -106955,
"annualized_revenue_impact_usd": -163422,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 746401,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -1.44,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.47
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.31
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.233,
"capital_availability": 0.73,
"demand_pressure": 0.253,
"entitlement_friction": 0.759,
"labor_shortage": 0.929,
"portfolio_tightness": 0.648,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103723",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "c4eba977-f3b6-458a-98ea-6e9d5fc50304"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 10.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-61F9CFFA97",
"grid_service_limit_mw": 10.01,
"gross_sqft": 624683,
"infill_site": true,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.786,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.228,
"nearby_nodes": 7,
"network_redundancy_score": 0.744,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -78979,
"annualized_revenue_impact_usd": -111399,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 513825,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -0.14,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.16
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.786,
"demand_pressure": 0.472,
"entitlement_friction": 0.228,
"labor_shortage": 0.954,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103724",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "f01353da-9c63-4d19-8304-b2bfc4c6e0fd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.214,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.318,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.41,
"battery_mwh": 6.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-F1109CAE5F",
"grid_service_limit_mw": 15.83,
"gross_sqft": 1030468,
"infill_site": true,
"lease_expiry_months": 27,
"oc... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.62,
"nearby_nodes": 3,
"network_redundancy_score": 0.596,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate... | {
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -10951,
"annualized_revenue_impact_usd": -15784,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 395547,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.59
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.327,
"demand_pressure": 0.477,
"entitlement_friction": 0.62,
"labor_shortage": 0.842,
"portfolio_tightness": 0.554,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103725",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:25:00Z",
"trace_id": "43180e36-b725-4b77-91ce-41c0cc816381"
} | {
"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": 8.3,
"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": 0.165,
"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_... | {
"automation_penetration": 0.6,
"battery_mwh": 0.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-A229C8F85D",
"grid_service_limit_mw": 12.3,
"gross_sqft": 1189893,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.676,
"nearby_nodes": 5,
"network_redundancy_score": 0.349,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -130650,
"annualized_revenue_impact_usd": -211671,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 590550,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -1.56,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.14
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.357,
"demand_pressure": 0.553,
"entitlement_friction": 0.676,
"labor_shortage": 0.95,
"portfolio_tightness": 0.583,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-103726",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "26a3d1c5-4bf3-4afa-9bab-3b249666fe81"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"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": 0.037,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 3.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-CA9A300477",
"grid_service_limit_mw": 9.1,
"gross_sqft": 1400389,
"infill_site": true,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.373,
"nearby_nodes": 3,
"network_redundancy_score": 0.656,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 81.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.34
} | {
"annualized_noi_impact_usd": 4493,
"annualized_revenue_impact_usd": 6571,
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"decision_horizon_days": 30,
"estimated_capex_usd": 526458,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.94
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.61
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.271,
"demand_pressure": 0.358,
"entitlement_friction": 0.373,
"labor_shortage": 0.775,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-103727",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "cc0aa3e0-e71b-42a2-82c5-3656b06df763"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.39,
"battery_mwh": 11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-D70CEAFC23",
"grid_service_limit_mw": 10.43,
"gross_sqft": 848930,
"infill_site": false,
"lease_expiry_months": 34,
"... | {
"capital_availability": 0.266,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.701,
"nearby_nodes": 6,
"network_redundancy_score": 0.832,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 34,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.623,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 5.17,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 157562,
"annualized_revenue_impact_usd": 271332,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 480406,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.54
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.86
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.266,
"demand_pressure": 0.45,
"entitlement_friction": 0.701,
"labor_shortage": 0.567,
"portfolio_tightness": 0.588,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103728",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:20:00Z",
"trace_id": "3235a79b-d0cc-4589-bed4-c180a19225cf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.152,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.56,
"battery_mwh": 11.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-908FB6BFE6",
"grid_service_limit_mw": 24.52,
"gross_sqft": 366184,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.667,
"nearby_nodes": 3,
"network_redundancy_score": 0.396,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1696105,
... | [
{
"appointment_fill_pct": 88,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.87,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 2416,
"annualized_revenue_impact_usd": 3706,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 619009,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.97
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.885,
"capital_availability": 0,
"demand_pressure": 0.742,
"entitlement_friction": 0.667,
"labor_shortage": 0.942,
"portfolio_tightness": 0.413,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.735,
"id": "FORGE-103729",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:02:00Z",
"trace_id": "d04682d6-0380-4c6a-b7e8-a05a59ff203b"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.198,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.17,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.71,
"battery_mwh": 5.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-2F6A7CBA1A",
"grid_service_limit_mw": 17.47,
"gross_sqft": 990046,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.241,
"nearby_nodes": 5,
"network_redundancy_score": 0.864,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.443
} | {
"annualized_noi_impact_usd": 44750,
"annualized_revenue_impact_usd": 64641,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 609029,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.32,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.79
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.47
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.52,
"demand_pressure": 0.406,
"entitlement_friction": 0.241,
"labor_shortage": 0.546,
"portfolio_tightness": 0.444,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-103730",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:33:00Z",
"trace_id": "02928764-f21d-4422-a518-5df4565c8dbc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.417,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.341,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.73,
"battery_mwh": 0.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-F6C821CC71",
"grid_service_limit_mw": 14.68,
"gross_sqft": 937720,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.269,
"nearby_nodes": 3,
"network_redundancy_score": 0.389,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 71.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.684
} | {
"annualized_noi_impact_usd": 163097,
"annualized_revenue_impact_usd": 245303,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 509583,
"expansion_capture_probability_post_event": 0.628,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.02
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.13
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.617,
"entitlement_friction": 0.269,
"labor_shortage": 0.723,
"portfolio_tightness": 0.471,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103731",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:46:00Z",
"trace_id": "354b4e5f-103c-4389-b690-fea7beb440cf"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.18,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.109,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.69,
"battery_mwh": 11.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-E9386BAE6A",
"grid_service_limit_mw": 8.44,
"gross_sqft": 1101141,
"infill_site": true,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.631,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.542,
"nearby_nodes": 7,
"network_redundancy_score": 0.609,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -157869,
"annualized_revenue_impact_usd": -206858,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 480056,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -1.08,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.93
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.778,
"capital_availability": 0.631,
"demand_pressure": 0.504,
"entitlement_friction": 0.542,
"labor_shortage": 0.917,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-103732",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:31:00Z",
"trace_id": "02f276bb-acdd-4202-a889-a8eee301a5e4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.347,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.68,
"battery_mwh": 11.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-B124294D6C",
"grid_service_limit_mw": 14.68,
"gross_sqft": 1309655,
"infill_site": true,
"lease_expiry_months": 54,
"o... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.451,
"nearby_nodes": 8,
"network_redundancy_score": 0.331,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.699
... | {
"annualized_noi_impact_usd": 275583,
"annualized_revenue_impact_usd": 354174,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 572164,
"expansion_capture_probability_post_event": 0.652,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.65
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.92
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.085,
"capital_availability": 0.62,
"demand_pressure": 0.612,
"entitlement_friction": 0.451,
"labor_shortage": 0.878,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-103733",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "5fffccd0-1235-45c6-a991-ba98f33e2fc2"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.223,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.53,
"battery_mwh": 12.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-453A83C841",
"grid_service_limit_mw": 16.27,
"gross_sqft": 1106214,
"infill_site": true,
"lease_expiry_months": 13,... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.266,
"nearby_nodes": 2,
"network_redundancy_score": 0.725,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": -19144,
"annualized_revenue_impact_usd": -28972,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 488843,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.94
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.368,
"demand_pressure": 0.645,
"entitlement_friction": 0.266,
"labor_shortage": 0.689,
"portfolio_tightness": 0.312,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-103734",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "dfb7d869-d58c-410b-b8e1-ae1b4ca4187f"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.106,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.152,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.24,
"battery_mwh": 7.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-DF985FD5A8",
"grid_service_limit_mw": 7.66,
"gross_sqft": 842664,
"infill_site": false,
"lease_expiry_months": 57,
"occup... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.85,
"nearby_nodes": 5,
"network_redundancy_score": 0.652,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 141... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -293117,
"annualized_revenue_impact_usd": -432614,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 850065,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -2.92,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.19
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.033,
"demand_pressure": 0.296,
"entitlement_friction": 0.85,
"labor_shortage": 1,
"portfolio_tightness": 0.579,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103735",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:49:00Z",
"trace_id": "f4f1319c-c721-4153-98e8-3b380d4ef4d9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.111,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.26,
"battery_mwh": 5.37,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-5757DD0206",
"grid_service_limit_mw": 19.15,
"gross_sqft": 647461,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.031,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.627,
"nearby_nodes": 5,
"network_redundancy_score": 0.496,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -36262,
"annualized_revenue_impact_usd": -61497,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 430282,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.42
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.845,
"capital_availability": 0.031,
"demand_pressure": 0.54,
"entitlement_friction": 0.627,
"labor_shortage": 0.885,
"portfolio_tightness": 0.565,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-103736",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:21:00Z",
"trace_id": "b96b700b-96a6-4a17-acb2-567ec7940dda"
} | {
"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": 7.8,
"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": 0.035,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.125,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.24,
"battery_mwh": 1.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-3705AF6E3D",
"grid_service_limit_mw": 17.42,
"gross_sqft": 1386094,
"infill_site": false,
"lease_expiry_months": 18,... | {
"capital_availability": 0.463,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.401,
"nearby_nodes": 7,
"network_redundancy_score": 0.607,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 468479... | [
{
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"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -204686,
"annualized_revenue_impact_usd": -300442,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 579422,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.3
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.463,
"demand_pressure": 0.448,
"entitlement_friction": 0.401,
"labor_shortage": 0.642,
"portfolio_tightness": 0.421,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103737",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:50:00Z",
"trace_id": "0a223012-2361-4ee0-b272-f1dabd332f84"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.77,
"battery_mwh": 4.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-F4B131E5FE",
"grid_service_limit_mw": 19.88,
"gross_sqft": 1080804,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.444,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.423,
"nearby_nodes": 5,
"network_redundancy_score": 0.503,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 79,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": -0.79,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0.214
... | {
"annualized_noi_impact_usd": -140583,
"annualized_revenue_impact_usd": -228007,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 518593,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -2.31,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.72
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.805,
"capital_availability": 0.177,
"demand_pressure": 0.311,
"entitlement_friction": 0.423,
"labor_shortage": 0.644,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-103738",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:29:00Z",
"trace_id": "a2f1ca35-3b04-45d6-ac2f-50e222720037"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.096,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.46,
"battery_mwh": 12.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-3F0DB19C5B",
"grid_service_limit_mw": 15.23,
"gross_sqft": 764539,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.443,
"nearby_nodes": 6,
"network_redundancy_score": 0.578,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": -0.27,
"tenant_expansion_probability": 0.254
} | {
"annualized_noi_impact_usd": -66487,
"annualized_revenue_impact_usd": -103477,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 454649,
"expansion_capture_probability_post_event": 0.167,
"lease_rate_change_pct": -2.52,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.8
},
{
"action": "secure_pop_up_capacity",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.505,
"demand_pressure": 0.559,
"entitlement_friction": 0.443,
"labor_shortage": 0.828,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-103739",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:33:00Z",
"trace_id": "f02ba721-0b8d-44a3-a6f8-ace52813dd17"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.023,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.189,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 0.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-6ECE3FC0CB",
"grid_service_limit_mw": 16.36,
"gross_sqft": 393445,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.166,
"nearby_nodes": 5,
"network_redundancy_score": 0.504,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 78.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": -0.32,
"tenant_expansion_probability": 0.215
... | {
"annualized_noi_impact_usd": -46995,
"annualized_revenue_impact_usd": -77821,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 394612,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -2.51,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.527,
"capital_availability": 0.234,
"demand_pressure": 0.268,
"entitlement_friction": 0.166,
"labor_shortage": 0.757,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-103740",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "ecc03f83-e0c7-4fc8-9886-d80db61a5c62"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.398,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.279,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.64,
"battery_mwh": 5.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-73FF6706C8",
"grid_service_limit_mw": 17.18,
"gross_sqft": 518770,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.652,
"nearby_nodes": 6,
"network_redundancy_score": 0.556,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 87.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.877,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": -1608,
"annualized_revenue_impact_usd": -2318,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 695665,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.82
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.13
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.844,
"capital_availability": 0.467,
"demand_pressure": 0.753,
"entitlement_friction": 0.652,
"labor_shortage": 0.869,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103741",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:05:00Z",
"trace_id": "366f969b-ec6f-4831-8124-b02f93b622d8"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": 0.407,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.69,
"battery_mwh": 9.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-AC4DEC60E8",
"grid_service_limit_mw": 27.45,
"gross_sqft": 591794,
"infill_site": false,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.004,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.508,
"nearby_nodes": 4,
"network_redundancy_score": 0.835,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -93365,
"annualized_revenue_impact_usd": -147154,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 662819,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -2.74,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.84
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.67,
"capital_availability": 0.004,
"demand_pressure": 0.35,
"entitlement_friction": 0.508,
"labor_shortage": 1,
"portfolio_tightness": 0.565,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103742",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:10:00Z",
"trace_id": "30d1a201-f63f-4067-95ab-161af2534c3e"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.115,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.45,
"battery_mwh": 8.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-24DD6109DE",
"grid_service_limit_mw": 10.06,
"gross_sqft": 1261041,
"infill_site": true,
"lease_expiry_months": 8,
"occ... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.33,
"nearby_nodes": 3,
"network_redundancy_score": 0.845,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 126... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -54683,
"annualized_revenue_impact_usd": -85633,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 492193,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.66
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.872,
"capital_availability": 0.442,
"demand_pressure": 0.728,
"entitlement_friction": 0.33,
"labor_shortage": 0.833,
"portfolio_tightness": 0.696,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103743",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:43:00Z",
"trace_id": "8b14c010-20ea-4013-8033-706a0b5fdad5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.267,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.467,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 6.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-647F301AFD",
"grid_service_limit_mw": 12.67,
"gross_sqft": 196431,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.864,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.32,
"nearby_nodes": 3,
"network_redundancy_score": 0.829,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 3.05,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 5.15,
"rent_growth_90d_pct": 6.02,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 31620,
"annualized_revenue_impact_usd": 50105,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 588159,
"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.24
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.83
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.864,
"demand_pressure": 0.613,
"entitlement_friction": 0.32,
"labor_shortage": 0.618,
"portfolio_tightness": 0.66,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103744",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "98ff3d1c-9b31-48e8-8e3a-90c64dd80284"
} | {
"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": 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": 0.415,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.57,
"battery_mwh": 5.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-14DF60074C",
"grid_service_limit_mw": 20.25,
"gross_sqft": 1354854,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.051,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.409,
"nearby_nodes": 6,
"network_redundancy_score": 0.489,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.1,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 208349,
"annualized_revenue_impact_usd": 354332,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 593081,
"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.413,
"capital_availability": 0.051,
"demand_pressure": 0.943,
"entitlement_friction": 0.409,
"labor_shortage": 0.863,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-103745",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "c3b23bc8-d4db-4848-9b29-69f230ce2590"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.068,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.443,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.33,
"battery_mwh": 4.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-76F8905301",
"grid_service_limit_mw": 20.51,
"gross_sqft": 912300,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.429,
"nearby_nodes": 4,
"network_redundancy_score": 0.578,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 426656,
... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.272
} | {
"annualized_noi_impact_usd": -115528,
"annualized_revenue_impact_usd": -197153,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 404496,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -0.56,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.92
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.096,
"demand_pressure": 0.372,
"entitlement_friction": 0.429,
"labor_shortage": 0.626,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-103746",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "6591d570-b79b-462d-a3df-5a9905b5a3bd"
} | {
"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": 7.5,
"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": 0.318,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.175,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 1.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-1046E898EC",
"grid_service_limit_mw": 25.27,
"gross_sqft": 583661,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.687,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.258,
"nearby_nodes": 8,
"network_redundancy_score": 0.483,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 589213... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 59120,
"annualized_revenue_impact_usd": 85940,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 535901,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.53
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.687,
"demand_pressure": 0.674,
"entitlement_friction": 0.258,
"labor_shortage": 0.55,
"portfolio_tightness": 0.472,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-103747",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:09:00Z",
"trace_id": "d7e16910-a385-4955-b346-83e1ae68da67"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.45,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.76,
"battery_mwh": 0.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-C5BE7B14C6",
"grid_service_limit_mw": 15.29,
"gross_sqft": 1005246,
"infill_site": false,
"lease_expiry_months": 10,... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.431,
"nearby_nodes": 6,
"network_redundancy_score": 0.656,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 456296... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 25580,
"annualized_revenue_impact_usd": 35221,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 645593,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0,
"service_penalty_risk_usd": 1... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.58
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.844,
"capital_availability": 0.129,
"demand_pressure": 0.675,
"entitlement_friction": 0.431,
"labor_shortage": 0.773,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-103748",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "f18d8df3-db11-40f7-92a2-93a6ca318c6e"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.354,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.32,
"battery_mwh": 4.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-5180BDE3F6",
"grid_service_limit_mw": 9.06,
"gross_sqft": 651296,
"infill_site": true,
"lease_expiry_months": 15,
"occupa... | {
"capital_availability": 0.828,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.858,
"nearby_nodes": 8,
"network_redundancy_score": 0.77,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 130... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 4.3,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.717
} | {
"annualized_noi_impact_usd": 327203,
"annualized_revenue_impact_usd": 487428,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 662916,
"expansion_capture_probability_post_event": 0.655,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.89
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.828,
"demand_pressure": 0.559,
"entitlement_friction": 0.858,
"labor_shortage": 0.845,
"portfolio_tightness": 0.724,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-103749",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "abb07933-5967-42e9-9494-7d431627f891"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"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": 0.242,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.8,
"battery_mwh": 7.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-D5B3551AE0",
"grid_service_limit_mw": 9.01,
"gross_sqft": 688770,
"infill_site": true,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.642,
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"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.645,
"nearby_nodes": 4,
"network_redundancy_score": 0.499,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 31... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.6,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.393
} | {
"annualized_noi_impact_usd": -106737,
"annualized_revenue_impact_usd": -145933,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 664525,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": 0.36,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.81
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.648,
"capital_availability": 0.642,
"demand_pressure": 0.449,
"entitlement_friction": 0.645,
"labor_shortage": 0.904,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-103750",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:28:00Z",
"trace_id": "98129769-ac65-41ec-88b1-b8b24135d384"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.225,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.119,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.7,
"battery_mwh": 0.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-A3224577A1",
"grid_service_limit_mw": 9.45,
"gross_sqft": 1270964,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.403,
"nearby_nodes": 5,
"network_redundancy_score": 0.41,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1486... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 33.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 5.1,
"rent_growth_90d_pct": 7.46,
"tenant_expansion_probability": 0.593
} | {
"annualized_noi_impact_usd": 694317,
"annualized_revenue_impact_usd": 910153,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 528102,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 4.72,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.79
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.48,
"demand_pressure": 0.598,
"entitlement_friction": 0.403,
"labor_shortage": 0.697,
"portfolio_tightness": 0.723,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-103751",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:39:00Z",
"trace_id": "4823e50b-ab8c-4883-a78c-733470093afb"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.003,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.245,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.31,
"battery_mwh": 11.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-48868BCE81",
"grid_service_limit_mw": 21.7,
"gross_sqft": 1144154,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.254,
"nearby_nodes": 2,
"network_redundancy_score": 0.645,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 213898... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.123
} | {
"annualized_noi_impact_usd": -268667,
"annualized_revenue_impact_usd": -392735,
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"decision_horizon_days": 60,
"estimated_capex_usd": 597492,
"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.89
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.613,
"demand_pressure": 0.374,
"entitlement_friction": 0.254,
"labor_shortage": 0.756,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103752",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:33:00Z",
"trace_id": "926f6b42-237c-4584-bff2-754b6cedf7fb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.24,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.56,
"battery_mwh": 6.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-EB35CEEB51",
"grid_service_limit_mw": 25,
"gross_sqft": 530586,
"infill_site": true,
"lease_expiry_months": 41,
"occ... | {
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"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.131,
"nearby_nodes": 4,
"network_redundancy_score": 0.35,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
"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": "very_high",
"forec... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": -18945,
"annualized_revenue_impact_usd": -27884,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 593487,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.88
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.695,
"capital_availability": 0.529,
"demand_pressure": 0.416,
"entitlement_friction": 0.131,
"labor_shortage": 0.602,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-103753",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "714e8fe5-c5f3-4578-a818-62b4a5ba7322"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.2,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.315,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.47,
"battery_mwh": 5.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-65C2E17501",
"grid_service_limit_mw": 19.86,
"gross_sqft": 951428,
"infill_site": true,
"lease_expiry_months": 49,
"occup... | {
"capital_availability": 0.793,
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"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.702,
"nearby_nodes": 6,
"network_redundancy_score": 0.71,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 108116,
... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 42937,
"annualized_revenue_impact_usd": 69909,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": 0.33,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.53
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0.793,
"demand_pressure": 0.631,
"entitlement_friction": 0.702,
"labor_shortage": 0.737,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-103754",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:35:00Z",
"trace_id": "47d5e323-0811-4e0a-8c1a-6575af5b853b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.039,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.116,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.45,
"battery_mwh": 3.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-DCE25ED241",
"grid_service_limit_mw": 13.13,
"gross_sqft": 469679,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.12,
"nearby_nodes": 4,
"network_redundancy_score": 0.332,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -1.57,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
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{
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"score": 36.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.63
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.759,
"portfolio_tightness": 0.514,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-103755",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:44:00Z",
"trace_id": "c20343e1-5ed9-43d0-876e-78c6b6de200e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"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"
}
} | {
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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": 0.289,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 5.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-B65254BEAD",
"grid_service_limit_mw": 24.14,
"gross_sqft": 1140609,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.124,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.805,
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"entitlement_friction": 0.341,
"nearby_nodes": 3,
"network_redundancy_score": 0.845,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 215843... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"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... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.616
} | {
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"decision_horizon_days": 60,
"estimated_capex_usd": 455120,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.48
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.806,
"entitlement_friction": 0.341,
"labor_shortage": 0.659,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103756",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:37:00Z",
"trace_id": "a07974bf-df70-43f5-b0a8-73c7e3c19d25"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.388,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 5.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-2DCF5302DB",
"grid_service_limit_mw": 12.32,
"gross_sqft": 534224,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.304,
"cluster_utilization_pct": 0.966,
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"nearby_nodes": 7,
"network_redundancy_score": 0.367,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 89.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.6,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.998,
"rent_growth_30d_pct": 3.88,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.513
} | {
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"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.53
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.486,
"entitlement_friction": 0.443,
"labor_shortage": 0.879,
"portfolio_tightness": 0.615,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-103757",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "48f49e11-d21b-4be0-8cd4-49ab72d10b9e"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.31,
"seasonality": 0.82,
"service_level_target": 0.... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-DC64AD9313",
"grid_service_limit_mw": 26.09,
"gross_sqft": 675411,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"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": "high",
"forecast_pressure... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": -19958,
"annualized_revenue_impact_usd": -25911,
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"lease_rate_change_pct": -0.6,
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"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.14
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.507,
"entitlement_friction": 0.649,
"labor_shortage": 0.764,
"portfolio_tightness": 0.414,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-103758",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:16:00Z",
"trace_id": "cdd39d72-6a1b-4c44-98d5-1831cf8424db"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.141,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 3.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-7F3D408803",
"grid_service_limit_mw": 21.39,
"gross_sqft": 1131498,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.611,
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"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.581,
"nearby_nodes": 7,
"network_redundancy_score": 0.593,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.168
} | {
"annualized_noi_impact_usd": -237154,
"annualized_revenue_impact_usd": -358368,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -2.76,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.47
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.39
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.76,
"capital_availability": 0.611,
"demand_pressure": 0.42,
"entitlement_friction": 0.581,
"labor_shortage": 0.864,
"portfolio_tightness": 0.467,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-103759",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:42:00Z",
"trace_id": "1f955ef3-14fa-4397-81cd-4ac5a1eff173"
} | {
"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",
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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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.195,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 7.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 152,
"facility_id": "FAC-1733586EE2",
"grid_service_limit_mw": 13.44,
"gross_sqft": 1528651,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.373,
"nearby_nodes": 4,
"network_redundancy_score": 0.505,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 80,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.65,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": 36927,
"annualized_revenue_impact_usd": 49964,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 454104,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.56
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.52
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.514,
"capital_availability": 0.699,
"demand_pressure": 0.346,
"entitlement_friction": 0.373,
"labor_shortage": 0.808,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-103760",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:02:00Z",
"trace_id": "00ea4a37-c62c-465c-abe7-589dae8031ca"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.267,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.312,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.7,
"battery_mwh": 0.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-E84603D27E",
"grid_service_limit_mw": 14.34,
"gross_sqft": 960113,
"infill_site": false,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.227,
"nearby_nodes": 2,
"network_redundancy_score": 0.524,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": 90099,
"annualized_revenue_impact_usd": 129291,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 550508,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.805,
"capital_availability": 0,
"demand_pressure": 0.846,
"entitlement_friction": 0.227,
"labor_shortage": 0.592,
"portfolio_tightness": 0.428,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103761",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "e1f1aa49-23d9-47c3-86c2-434b0b649096"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.101,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.78,
"battery_mwh": 6.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-A4ED4C1D04",
"grid_service_limit_mw": 24.64,
"gross_sqft": 728628,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.241,
"nearby_nodes": 4,
"network_redundancy_score": 0.841,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 33.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.637,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": 45344,
"annualized_revenue_impact_usd": 76089,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 479012,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.86
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.35
},
{
"action": "lock_power_capacity_reservation",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.052,
"capital_availability": 0.491,
"demand_pressure": 0.538,
"entitlement_friction": 0.241,
"labor_shortage": 0.547,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103762",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:02:00Z",
"trace_id": "1a9e2fd4-0431-4a3f-a8f0-edfd170e01a4"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.251,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.42,
"battery_mwh": 5.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-23D522AA3C",
"grid_service_limit_mw": 12.28,
"gross_sqft": 657685,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.583,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.513,
"nearby_nodes": 5,
"network_redundancy_score": 0.569,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 3.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 5.3,
"rent_growth_90d_pct": 6.59,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 234411,
"annualized_revenue_impact_usd": 301049,
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"decision_horizon_days": 45,
"estimated_capex_usd": 613250,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 3.28,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.42
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.181,
"capital_availability": 0.583,
"demand_pressure": 0.569,
"entitlement_friction": 0.513,
"labor_shortage": 0.866,
"portfolio_tightness": 0.728,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103763",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "9b0968e7-bdb5-4adc-bdcf-fae591dd35e7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.17,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.35,
"battery_mwh": 8.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-92C1C48C34",
"grid_service_limit_mw": 16.03,
"gross_sqft": 773380,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.765,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.591,
"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 112471... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -80793,
"annualized_revenue_impact_usd": -122779,
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"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.42
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.254,
"capital_availability": 0.504,
"demand_pressure": 0.448,
"entitlement_friction": 0.591,
"labor_shortage": 0.701,
"portfolio_tightness": 0.406,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103764",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:53:00Z",
"trace_id": "3f3b3dfc-be96-44b4-93bb-353a85403425"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.017,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.45,
"battery_mwh": 5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-512C857D12",
"grid_service_limit_mw": 14.5,
"gross_sqft": 1179687,
"infill_site": false,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.198,
"nearby_nodes": 3,
"network_redundancy_score": 0.571,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 284533,
... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -159491,
"annualized_revenue_impact_usd": -270033,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 600143,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.51
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.69
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.603,
"capital_availability": 0.232,
"demand_pressure": 0.466,
"entitlement_friction": 0.198,
"labor_shortage": 0.587,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-103765",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:02:00Z",
"trace_id": "660b056a-92cc-48dd-a40e-6cb0397cadc7"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.179,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.385,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.26,
"battery_mwh": 1.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-6A7BEECCB3",
"grid_service_limit_mw": 16.76,
"gross_sqft": 539453,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.034,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.439,
"nearby_nodes": 8,
"network_redundancy_score": 0.359,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": -0.4,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -62661,
"annualized_revenue_impact_usd": -90752,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 581704,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.81
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0.034,
"demand_pressure": 0.324,
"entitlement_friction": 0.439,
"labor_shortage": 0.865,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103766",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:57:00Z",
"trace_id": "e630eb17-b21c-4a72-b9ec-ab838b9461ae"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.055,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 0.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-65796A480D",
"grid_service_limit_mw": 11.59,
"gross_sqft": 1421408,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.488,
"nearby_nodes": 8,
"network_redundancy_score": 0.356,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.7,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.94,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.367
} | {
"annualized_noi_impact_usd": 25120,
"annualized_revenue_impact_usd": 33266,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 617477,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.05
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.397,
"demand_pressure": 0.425,
"entitlement_friction": 0.488,
"labor_shortage": 0.661,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103767",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:32:00Z",
"trace_id": "11773761-9388-4094-975c-56354af7a7f8"
} | {
"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": 8.2,
"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": 0.346,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.69,
"battery_mwh": 12.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-5405E80196",
"grid_service_limit_mw": 12.76,
"gross_sqft": 465624,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.148,
"nearby_nodes": 6,
"network_redundancy_score": 0.429,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.1,
"rent_growth_90d_pct": 6.08,
"tenant_expansion_probability": 0.635
} | {
"annualized_noi_impact_usd": 52363,
"annualized_revenue_impact_usd": 86727,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 478193,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 4.37,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.11
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.108,
"capital_availability": 0.432,
"demand_pressure": 0.871,
"entitlement_friction": 0.148,
"labor_shortage": 0.665,
"portfolio_tightness": 0.321,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-103768",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "355c7c13-81dd-4c74-8841-a7b326643c63"
} | {
"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": 8.3,
"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": 0.374,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.63,
"battery_mwh": 0.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-6BAC910F93",
"grid_service_limit_mw": 13.71,
"gross_sqft": 1014681,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.717,
"nearby_nodes": 8,
"network_redundancy_score": 0.745,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.73,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 4.25,
"rent_growth_90d_pct": 6.61,
"tenant_expansion_probability": 0.685
} | {
"annualized_noi_impact_usd": 347554,
"annualized_revenue_impact_usd": 540458,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 618861,
"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 3.71,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.29
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.84
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.379,
"demand_pressure": 0.589,
"entitlement_friction": 0.717,
"labor_shortage": 1,
"portfolio_tightness": 0.683,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-103769",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "dc24d4c1-a512-42c5-aa96-f85d8f512f18"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.312,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.48,
"battery_mwh": 8.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-2418889000",
"grid_service_limit_mw": 13.88,
"gross_sqft": 631580,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.683,
"nearby_nodes": 6,
"network_redundancy_score": 0.733,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 80.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": -0.04,
"rent_growth_90d_pct": -0.83,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -180151,
"annualized_revenue_impact_usd": -231472,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 428471,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -3.24,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.41
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.14,
"demand_pressure": 0.365,
"entitlement_friction": 0.683,
"labor_shortage": 0.681,
"portfolio_tightness": 0.434,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103770",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:11:00Z",
"trace_id": "a6ffbb83-adbb-4319-97c6-6e20aad9f357"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": 0.054,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.52,
"battery_mwh": 12.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-61DB74B1F2",
"grid_service_limit_mw": 24.68,
"gross_sqft": 1088976,
"infill_site": false,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.443,
"nearby_nodes": 7,
"network_redundancy_score": 0.333,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 960429... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.224... | {
"annualized_noi_impact_usd": -43480,
"annualized_revenue_impact_usd": -68910,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 448136,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.019,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.11
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0.458,
"demand_pressure": 0.785,
"entitlement_friction": 0.443,
"labor_shortage": 0.759,
"portfolio_tightness": 0.417,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103771",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:22:00Z",
"trace_id": "3c68f622-f01d-4557-b077-bbcc73788f9e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.172,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.71,
"battery_mwh": 8.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-9E5A718397",
"grid_service_limit_mw": 13.25,
"gross_sqft": 938499,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.212,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.728,
"nearby_nodes": 3,
"network_redundancy_score": 0.708,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probability": 0.36
} | {
"annualized_noi_impact_usd": -162399,
"annualized_revenue_impact_usd": -241617,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 606850,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": -1.45,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.25
},
{
"action": "delay_spec_development",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.854,
"capital_availability": 0.212,
"demand_pressure": 0.342,
"entitlement_friction": 0.728,
"labor_shortage": 0.729,
"portfolio_tightness": 0.646,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103772",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "ef523ce0-fe63-41ba-88bd-646c06cf0ba6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.109,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.173,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.24,
"battery_mwh": 6.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-EBBB06CD77",
"grid_service_limit_mw": 22.11,
"gross_sqft": 1007263,
"infill_site": false,
"lease_expiry_months": 49,... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.361,
"nearby_nodes": 6,
"network_redundancy_score": 0.839,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 71.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.18,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -16011,
"annualized_revenue_impact_usd": -22024,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 549188,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.24
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.42
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.249,
"capital_availability": 0.255,
"demand_pressure": 0.401,
"entitlement_friction": 0.361,
"labor_shortage": 0.814,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103773",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:56:00Z",
"trace_id": "125d370e-eded-42f1-9a84-e16b83926eff"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.342,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.2,
"battery_mwh": 5.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-5C15624010",
"grid_service_limit_mw": 19.06,
"gross_sqft": 1248867,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.522,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.579,
"nearby_nodes": 5,
"network_redundancy_score": 0.64,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 842411,... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 87.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.637
} | {
"annualized_noi_impact_usd": 255435,
"annualized_revenue_impact_usd": 343988,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 460429,
"expansion_capture_probability_post_event": 0.596,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.038,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.49
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.669,
"capital_availability": 0.522,
"demand_pressure": 0.753,
"entitlement_friction": 0.579,
"labor_shortage": 0.823,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103774",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "915e6fd4-c507-4017-95b3-c43c0c93c168"
} | {
"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": 8.6,
"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": 0.276,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.111,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.39,
"battery_mwh": 12.05,
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... | {
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{
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{
"action": "rebalance_carrier_mix",
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{
"action": "secure_pop_up_... | {
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1.0.0-forge-industrial-sample | {
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"id": "FORGE-103775",
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"timestamp": "2026-01-01T20:49:00Z",
"trace_id": "6e1ba63c-9d0d-4578-b4f7-2178ffbed3aa"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{
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"LOG-CST-005"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"o... | {
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{
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},
{
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{
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T19:59:00Z",
"trace_id": "b1369442-9ba1-4b8c-a356-5eb1b9891808"
} | {
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"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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{
... | {
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"LOG-LND-003"
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}
} | {
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{
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{
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{
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T21:02:00Z",
"trace_id": "f12b232c-7b9f-44cd-b7c9-2230ddc520dc"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
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} | {
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},
{
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{... | {
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"LOG-LND-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"... | {
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{
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"shift_fi... | {
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} | {
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"score": 32.05
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.72
},
{
"action": "shif... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103778",
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"status": "triaged",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "332d3505-133c-4032-937e-dc0edcae77b7"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_r... | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 31.1
},
{
"action": "se... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103779",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "1dd08cdc-0acb-4470-9688-75f8e00f5c0d"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"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": 0.228,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.33,
"battery_mwh": 2.61,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-FAE983C988",
"grid_service_limit_mw": 13.83,
"gross_sqft": 351512,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.52,
"nearby_nodes": 5,
"network_redundancy_score": 0.732,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 53... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 80.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.315... | {
"annualized_noi_impact_usd": -27275,
"annualized_revenue_impact_usd": -39986,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 570113,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.77
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.587,
"capital_availability": 0.429,
"demand_pressure": 0.365,
"entitlement_friction": 0.52,
"labor_shortage": 0.781,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103780",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "2159e53c-c8ea-472d-a9a5-8f003dd17818"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.165,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.39,
"battery_mwh": 6.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-BA512016E3",
"grid_service_limit_mw": 14.41,
"gross_sqft": 894561,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.308,
"nearby_nodes": 8,
"network_redundancy_score": 0.383,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.24,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": 0.358... | {
"annualized_noi_impact_usd": -80084,
"annualized_revenue_impact_usd": -125643,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 454469,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": -2.09,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.03
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.38,
"capital_availability": 0.633,
"demand_pressure": 0.466,
"entitlement_friction": 0.308,
"labor_shortage": 0.843,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103781",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:44:00Z",
"trace_id": "c7d3f2b2-de8f-4edd-b475-11dd594ed2e1"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.198,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.47,
"battery_mwh": 5.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-67364E8EB5",
"grid_service_limit_mw": 12.78,
"gross_sqft": 765388,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.702,
"nearby_nodes": 4,
"network_redundancy_score": 0.762,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.478
} | {
"annualized_noi_impact_usd": 57309,
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"decision_horizon_days": 30,
"estimated_capex_usd": 676812,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.027,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.13
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.053,
"capital_availability": 0.363,
"demand_pressure": 0.668,
"entitlement_friction": 0.702,
"labor_shortage": 0.609,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-103782",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "d591a3a4-6333-48d3-bd27-c62b5b9d820d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.1,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 10.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 144,
"facility_id": "FAC-7AC9182528",
"grid_service_limit_mw": 13.86,
"gross_sqft": 1441559,
"infill_site": false,
"lease_expiry_months": 68,
"o... | {
"capital_availability": 0.76,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.713,
"nearby_nodes": 4,
"network_redundancy_score": 0.539,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 80,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -473591,
"annualized_revenue_impact_usd": -673814,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 631739,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -0.53,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.46
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.76,
"demand_pressure": 0.322,
"entitlement_friction": 0.713,
"labor_shortage": 0.686,
"portfolio_tightness": 0.587,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103783",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "b0e86ba5-2de3-438e-a2b2-dd51c04a6cee"
} | {
"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": 7.5,
"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": 0.065,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.21,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.31,
"battery_mwh": 0.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 132,
"facility_id": "FAC-5D44335529",
"grid_service_limit_mw": 11.36,
"gross_sqft": 1329786,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.253,
"nearby_nodes": 7,
"network_redundancy_score": 0.444,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"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": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -103455,
"annualized_revenue_impact_usd": -172158,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 739290,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -1.87,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.2
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.46
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0.283,
"demand_pressure": 0.374,
"entitlement_friction": 0.253,
"labor_shortage": 0.643,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-103784",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:55:00Z",
"trace_id": "b46c957b-07aa-4d7f-9f3e-035adf49393b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.486,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.52,
"battery_mwh": 3.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-E935B929C5",
"grid_service_limit_mw": 23.16,
"gross_sqft": 775160,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.461,
"nearby_nodes": 2,
"network_redundancy_score": 0.871,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 118233... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 79.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.858,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -221079,
"annualized_revenue_impact_usd": -338026,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 596608,
"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.024,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.24
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.19
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.247,
"demand_pressure": 0.32,
"entitlement_friction": 0.461,
"labor_shortage": 0.861,
"portfolio_tightness": 0.509,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103785",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "e3579352-99aa-41a2-8149-92352ee638cb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.308,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.29,
"battery_mwh": 4.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-8FD45172BE",
"grid_service_limit_mw": 16.85,
"gross_sqft": 636773,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.264,
"nearby_nodes": 8,
"network_redundancy_score": 0.551,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": 26149,
"annualized_revenue_impact_usd": 39514,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 318451,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.45
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.775,
"capital_availability": 0.643,
"demand_pressure": 0.676,
"entitlement_friction": 0.264,
"labor_shortage": 0.718,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103786",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "2884bced-1a48-4b6f-a1a5-44970df3afc3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.274,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 3.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-478BEEDE74",
"grid_service_limit_mw": 10.06,
"gross_sqft": 554621,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.305,
"nearby_nodes": 6,
"network_redundancy_score": 0.374,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
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"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.446
... | {
"annualized_noi_impact_usd": 2256,
"annualized_revenue_impact_usd": 3526,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 493084,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.01
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.101,
"demand_pressure": 0.665,
"entitlement_friction": 0.305,
"labor_shortage": 0.774,
"portfolio_tightness": 0.34,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-103787",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:49:00Z",
"trace_id": "101668c6-f47f-4def-b13b-79479bd6c961"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.37,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 11.28,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-BF228654E0",
"grid_service_limit_mw": 15.5,
"gross_sqft": 552425,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.63,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.2,
"nearby_nodes": 7,
"network_redundancy_score": 0.574,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 92,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 11779,
"annualized_revenue_impact_usd": 16947,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 576408,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.05
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.29
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.824,
"capital_availability": 0.63,
"demand_pressure": 0.712,
"entitlement_friction": 0.2,
"labor_shortage": 0.715,
"portfolio_tightness": 0.527,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103788",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "236bb84d-aecc-4b90-813b-6f279a7305df"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.245,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.352,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 5.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-C1737F1C15",
"grid_service_limit_mw": 26.38,
"gross_sqft": 850287,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.13,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.522,
"nearby_nodes": 2,
"network_redundancy_score": 0.427,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"forec... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.474
} | {
"annualized_noi_impact_usd": 6287,
"annualized_revenue_impact_usd": 9396,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 456134,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.1
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.13,
"demand_pressure": 0.673,
"entitlement_friction": 0.522,
"labor_shortage": 0.842,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103789",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:20:00Z",
"trace_id": "5420b6ba-9401-423a-988f-5dd3d7e4c89f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.324,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.51,
"battery_mwh": 11.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-8BC910DAB6",
"grid_service_limit_mw": 14.17,
"gross_sqft": 1218942,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.692,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.681,
"nearby_nodes": 8,
"network_redundancy_score": 0.707,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 22431,
"annualized_revenue_impact_usd": 32668,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 562960,
"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": -0.71,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.14
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.77
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.692,
"demand_pressure": 0.521,
"entitlement_friction": 0.681,
"labor_shortage": 0.485,
"portfolio_tightness": 0.337,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-103790",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "29eb139a-e0fb-4f69-a784-577ad696d6f7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"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": 0.39,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 1.94,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-AB807EF3C1",
"grid_service_limit_mw": 9.76,
"gross_sqft": 710270,
"infill_site": true,
"lease_expiry_months": 15,
"occup... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.229,
"nearby_nodes": 8,
"network_redundancy_score": 0.821,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 2.77,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 15811,
"annualized_revenue_impact_usd": 23436,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 575123,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 1.22,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.29,
"capital_availability": 0.679,
"demand_pressure": 0.617,
"entitlement_friction": 0.229,
"labor_shortage": 0.827,
"portfolio_tightness": 0.632,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-103791",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:26:00Z",
"trace_id": "46270486-e5e4-4d58-afb8-1156710ea8a3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.159,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.157,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.3,
"battery_mwh": 10.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-6CE86EC43B",
"grid_service_limit_mw": 12,
"gross_sqft": 1049620,
"infill_site": true,
"lease_expiry_months": 64,
"... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.506,
"nearby_nodes": 6,
"network_redundancy_score": 0.387,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -30261,
"annualized_revenue_impact_usd": -39420,
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"decision_horizon_days": 60,
"estimated_capex_usd": 486277,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.86
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.681,
"capital_availability": 0.09,
"demand_pressure": 0.559,
"entitlement_friction": 0.506,
"labor_shortage": 0.88,
"portfolio_tightness": 0.473,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-103792",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:49:00Z",
"trace_id": "601ffe73-1146-49f2-b198-9473ec70a6ac"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.348,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.22,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.76,
"battery_mwh": 3.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-DEC7B21B2B",
"grid_service_limit_mw": 18.42,
"gross_sqft": 727285,
"infill_site": false,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.167,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.27,
"nearby_nodes": 3,
"network_redundancy_score": 0.596,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 88.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.564
} | {
"annualized_noi_impact_usd": 77714,
"annualized_revenue_impact_usd": 112587,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.72
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.167,
"demand_pressure": 0.798,
"entitlement_friction": 0.27,
"labor_shortage": 0.82,
"portfolio_tightness": 0.548,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-103793",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:29:00Z",
"trace_id": "44dbed33-8600-4f75-85db-144a8965a814"
} | {
"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": 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,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.081,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.62,
"battery_mwh": 3.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-3655F061D6",
"grid_service_limit_mw": 15.09,
"gross_sqft": 442285,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.658,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.39,
"nearby_nodes": 5,
"network_redundancy_score": 0.859,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.79,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": 13900,
"annualized_revenue_impact_usd": 19427,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.07
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.16
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0.658,
"demand_pressure": 0.78,
"entitlement_friction": 0.39,
"labor_shortage": 0.762,
"portfolio_tightness": 0.467,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-103794",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:13:00Z",
"trace_id": "c8b48e5c-309a-4c73-b00c-4077f1ff680b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
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"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.54,
"battery_mwh": 7.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-31EF80D89F",
"grid_service_limit_mw": 19.15,
"gross_sqft": 240585,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.104,
"nearby_nodes": 5,
"network_redundancy_score": 0.382,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"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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"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.38
... | {
"annualized_noi_impact_usd": -8348,
"annualized_revenue_impact_usd": -12802,
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"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
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{
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"score": 33.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.61
},
{
"action": "hold_service_levels_flat",
"reas... | {
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"labor_shortage": 0.766,
"portfolio_tightness": 0.452,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-103795",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:18:00Z",
"trace_id": "0304facb-bb73-4c71-983d-d399a65a19c2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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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": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": false,
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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": 0.432,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 5.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-8F137977E3",
"grid_service_limit_mw": 22.12,
"gross_sqft": 846115,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.27,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.111,
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"nearby_nodes": 6,
"network_redundancy_score": 0.842,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 0.26,
"tenant_expansion_probability": 0.583
} | {
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"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
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"reason": "network_rebalancing,use_existing_nodes",
"score": 30.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.05
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.679,
"labor_shortage": 0.607,
"portfolio_tightness": 0.465,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103796",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "463ed6ce-073e-44a6-8273-bfa20a6e6bfc"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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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": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.118,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 12.45,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-5EFAA40D8D",
"grid_service_limit_mw": 14.14,
"gross_sqft": 773346,
"infill_site": true,
"lease_expiry_months": 26,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.336,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_pct"... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 3.21,
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} | {
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"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.19
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.137,
"demand_pressure": 0.656,
"entitlement_friction": 0.138,
"labor_shortage": 0.603,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103797",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "81aae2a7-3f9b-4157-a762-73cdf508e297"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.086,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 11.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-530437E3DB",
"grid_service_limit_mw": 16.02,
"gross_sqft": 492152,
"infill_site": false,
"lease_expiry_months": 30,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.071,
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"nearby_nodes": 8,
"network_redundancy_score": 0.74,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.1,
"event_name": "TEMP_DELTA_ALERT",
"power_load_pct_of_service_limit": 35.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.63,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.674
} | {
"annualized_noi_impact_usd": 54051,
"annualized_revenue_impact_usd": 71852,
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"expansion_capture_probability_post_event": 0.63,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.58
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.02
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.654,
"entitlement_friction": 0.595,
"labor_shortage": 0.742,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103798",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:54:00Z",
"trace_id": "68c8a538-d44e-43c4-bfab-d11b90ce9f59"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "1b_plus",
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"growth_rate": 0.055,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.19,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.79,
"battery_mwh": 11.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-42484AD7C0",
"grid_service_limit_mw": 17.21,
"gross_sqft": 243439,
"infill_site": false,
"lease_expiry_months": 38,
"oc... | {
"capital_availability": 0.456,
"cluster_utilization_pct": 0.927,
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"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.719,
"nearby_nodes": 3,
"network_redundancy_score": 0.459,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.224
... | {
"annualized_noi_impact_usd": -24340,
"annualized_revenue_impact_usd": -40180,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -1.54,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.53
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.456,
"demand_pressure": 0.64,
"entitlement_friction": 0.719,
"labor_shortage": 0.617,
"portfolio_tightness": 0.447,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-103799",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:06:00Z",
"trace_id": "604de15c-f093-41e9-a4d5-5c2422aab414"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.322,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.459,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.64,
"battery_mwh": 11.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-A8FD0433CA",
"grid_service_limit_mw": 10.55,
"gross_sqft": 503329,
"infill_site": false,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.328,
"nearby_nodes": 2,
"network_redundancy_score": 0.866,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15296... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 88.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 5.26,
"rent_growth_90d_pct": 5.09,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 225370,
"annualized_revenue_impact_usd": 339660,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 488072,
"expansion_capture_probability_post_event": 0.638,
"lease_rate_change_pct": 3.69,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.55
},
{
"action": "raise_priorit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.766,
"capital_availability": 0.2,
"demand_pressure": 0.748,
"entitlement_friction": 0.328,
"labor_shortage": 0.667,
"portfolio_tightness": 0.686,
"p... |
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