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": 0.777,
"id": "FORGE-105900",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:56:00Z",
"trace_id": "4415c69c-29fd-4df8-bf1d-727860797a88"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.144,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.42,
"battery_mwh": 5.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-45FFED0CC7",
"grid_service_limit_mw": 21.01,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.188,
"nearby_nodes": 7,
"network_redundancy_score": 0.635,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -30392,
"annualized_revenue_impact_usd": -49089,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 704856,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.15
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.97
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.596,
"demand_pressure": 0.485,
"entitlement_friction": 0.188,
"labor_shortage": 0.762,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-105901",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:15:00Z",
"trace_id": "24c20516-e1db-4880-bdb5-06beb2d4e64d"
} | {
"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": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.148,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.55,
"battery_mwh": 4.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-E08CB56BAF",
"grid_service_limit_mw": 13.36,
"gross_sqft": 1234923,
"infill_site": false,
"lease_expiry_months": 62,... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.705,
"nearby_nodes": 2,
"network_redundancy_score": 0.576,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -136128,
"annualized_revenue_impact_usd": -198136,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 591194,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -1.84,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.74
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.492,
"demand_pressure": 0.592,
"entitlement_friction": 0.705,
"labor_shortage": 0.7,
"portfolio_tightness": 0.465,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105902",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:23:00Z",
"trace_id": "6904bd18-7b61-4452-8409-64758177b199"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.039,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.24,
"battery_mwh": 10.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-8224B83F85",
"grid_service_limit_mw": 21.2,
"gross_sqft": 968130,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.589,
"nearby_nodes": 3,
"network_redundancy_score": 0.52,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 77.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": -0.54,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -191386,
"annualized_revenue_impact_usd": -247725,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 615932,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -3.36,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.38
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.41,
"capital_availability": 0.753,
"demand_pressure": 0.185,
"entitlement_friction": 0.589,
"labor_shortage": 0.625,
"portfolio_tightness": 0.564,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-105903",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "9391a99b-e653-4e96-8f01-76ee4833e466"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.127,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
"battery_mwh": 11.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-FB234B9E99",
"grid_service_limit_mw": 26.55,
"gross_sqft": 1078802,
"infill_site": false,
"lease_expiry_months": 39... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.244,
"nearby_nodes": 8,
"network_redundancy_score": 0.825,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -141914,
"annualized_revenue_impact_usd": -195121,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 525548,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -0.72,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.73
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.725,
"capital_availability": 0.596,
"demand_pressure": 0.445,
"entitlement_friction": 0.244,
"labor_shortage": 0.753,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105904",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:30:00Z",
"trace_id": "4a7b2ce4-c04a-439f-a2ca-0574f295d3c4"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.418,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.4,
"battery_mwh": 10.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 155,
"facility_id": "FAC-1052094493",
"grid_service_limit_mw": 18.12,
"gross_sqft": 1555088,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.333,
"nearby_nodes": 7,
"network_redundancy_score": 0.369,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 87.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_p... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 4.48,
"tenant_expansion_probability": 0.695
} | {
"annualized_noi_impact_usd": 279508,
"annualized_revenue_impact_usd": 423597,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 457591,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 3.68,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.92
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.333,
"labor_shortage": 0.9,
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105905",
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"severity": "high",
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"timestamp": "2026-01-01T09:07:00Z",
"trace_id": "77c4269c-bfd2-42f2-98c2-3dc2c8ff04d2"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
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},
... | {
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"LOG-SLA-002",
"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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"retention_priority": "standard",
"risk_of_churn": 0.226,
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"service_level_target": 0... | {
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"grid_service_limit_mw": 18.18,
"gross_sqft": 1496762,
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... | {
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"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "secure_pop_up_capacity",
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{
"action": "shift_overflow_to_satellite",
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "9559dbff-45b5-46e9-b3b8-eebdaa8a9a40"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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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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"risk_of_churn": 0.384,
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"service_level_target... | {
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... | {
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{
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{
"action": "secure_pop_up_capacity",
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"score": 37.14
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{
"action": "lock_power_capa... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-01T07:37:00Z",
"trace_id": "849c9493-f26f-43c4-a8e1-22c6de4a0bb2"
} | {
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"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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"portfolio_cluster": "los_angeles_inland_empire",
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{
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{
"action": "secure_pop_up_capacity",
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{
"action": "rebalance_carr... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105908",
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"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "1dd62111-8e99-49e3-9027-524ebc0a149e"
} | {
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"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-CAP-006",
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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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"lease_expiry_months": 50,... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_rate_... | {
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},
{
"action": "shift_overflow_to_satellite",
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},
{
"action": "rebal... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "6dbc1255-d59f-4ac5-9499-b2de45ba3d73"
} | {
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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-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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"service_commitment_risk_pct": 7.3,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"fo... | {
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} | {
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{
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},
{
"action": "defer_noncritical_projects",
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},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.362,
"demand_pressure": 0.622,
"entitlement_friction": 0.732,
"labor_shortage": 0.705,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-105910",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:05:00Z",
"trace_id": "6684126c-27e8-48a7-b9a4-209d9b009da9"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.46,
"battery_mwh": 5.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-6260127645",
"grid_service_limit_mw": 12.98,
"gross_sqft": 1162955,
"infill_site": false,
"lease_expiry_months": 48,... | {
"capital_availability": 0.248,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.556,
"nearby_nodes": 3,
"network_redundancy_score": 0.659,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 895522,... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": -0.15,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -145245,
"annualized_revenue_impact_usd": -188644,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 576392,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -1.32,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.41
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.248,
"demand_pressure": 0.612,
"entitlement_friction": 0.556,
"labor_shortage": 0.611,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105911",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:59:00Z",
"trace_id": "48f390e9-a782-4b3d-9b7f-8ae0f81c883c"
} | {
"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": 8.8,
"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": 0.441,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.42,
"battery_mwh": 2.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-EF43BA6A46",
"grid_service_limit_mw": 21.93,
"gross_sqft": 412675,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.445,
"nearby_nodes": 4,
"network_redundancy_score": 0.811,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 89.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.674
} | {
"annualized_noi_impact_usd": 53160,
"annualized_revenue_impact_usd": 68942,
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"estimated_capex_usd": 515323,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.97
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.299,
"demand_pressure": 0.811,
"entitlement_friction": 0.445,
"labor_shortage": 0.854,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-105912",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:12:00Z",
"trace_id": "a48f436b-a21c-4bb2-a095-bad704cf7604"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"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",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.35,
"battery_mwh": 10.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-B10160E6EC",
"grid_service_limit_mw": 14.02,
"gross_sqft": 952131,
"infill_site": true,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.968,
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"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.595,
"nearby_nodes": 8,
"network_redundancy_score": 0.612,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"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": "high",
"forecas... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.975,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -157898,
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"decision_horizon_days": 90,
"estimated_capex_usd": 505008,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.04,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28
},
{
"action": "delay_spec_development",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.326,
"entitlement_friction": 0.595,
"labor_shortage": 0.744,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105913",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T05:54:00Z",
"trace_id": "bd9256c4-513a-4e73-add2-0dc1513f0b12"
} | {
"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"
},
{
... | {
"class": "Demand_Reallocation",
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"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": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.27,
"battery_mwh": 0.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-151AEF3506",
"grid_service_limit_mw": 7.37,
"gross_sqft": 1349225,
"infill_site": false,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.864,
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"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.755,
"nearby_nodes": 5,
"network_redundancy_score": 0.504,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 78... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_d... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.7,
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"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.659
} | {
"annualized_noi_impact_usd": 274771,
"annualized_revenue_impact_usd": 447370,
"cap_rate_pressure_pct": -0.04,
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"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 1.75,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.8
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.572,
"demand_pressure": 0.631,
"entitlement_friction": 0.755,
"labor_shortage": 0.905,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-105914",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:35:00Z",
"trace_id": "1d33698d-01ad-46f6-b662-4c6062fbd29a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 7.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-241A46A8A2",
"grid_service_limit_mw": 8.13,
"gross_sqft": 825625,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.136,
"cluster_utilization_pct": 0.975,
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"cross_node_rebalancing_capacity_pct": 0.104,
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"nearby_nodes": 3,
"network_redundancy_score": 0.558,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 81.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.212
} | {
"annualized_noi_impact_usd": -291917,
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"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -1.91,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.5
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.69
},
{
"action": "rebalance_carrier_mix",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.136,
"demand_pressure": 0.376,
"entitlement_friction": 0.603,
"labor_shortage": 0.752,
"portfolio_tightness": 0.654,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105915",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:15:00Z",
"trace_id": "9c12fce7-53ef-47bf-bec9-bae87697b6a4"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.431,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.19,
"battery_mwh": 9.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-AD8BD645C6",
"grid_service_limit_mw": 14.56,
"gross_sqft": 1067375,
"infill_site": true,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.375,
"nearby_nodes": 4,
"network_redundancy_score": 0.84,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 3.39,
"tenant_expansion_probability": 0.692
} | {
"annualized_noi_impact_usd": 293026,
"annualized_revenue_impact_usd": 391634,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 368253,
"expansion_capture_probability_post_event": 0.612,
"lease_rate_change_pct": 3.02,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.8
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.219,
"demand_pressure": 0.627,
"entitlement_friction": 0.375,
"labor_shortage": 0.84,
"portfolio_tightness": 0.558,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-105916",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:31:00Z",
"trace_id": "72138498-d410-49d0-af2d-573d6c5ef3a5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.096,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.18,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.26,
"battery_mwh": 6.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-9BE127602B",
"grid_service_limit_mw": 18.72,
"gross_sqft": 1206991,
"infill_site": true,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.476,
"nearby_nodes": 4,
"network_redundancy_score": 0.503,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -180602,
"annualized_revenue_impact_usd": -246451,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 631132,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -2.06,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.18
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.565,
"capital_availability": 0.602,
"demand_pressure": 0.416,
"entitlement_friction": 0.476,
"labor_shortage": 0.939,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105917",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:45:00Z",
"trace_id": "fa079043-da1f-4278-a787-2eb396913e2f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.424,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.217,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.55,
"battery_mwh": 12.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-6FF3B138F8",
"grid_service_limit_mw": 10.48,
"gross_sqft": 1385966,
"infill_site": true,
"lease_expiry_months": 26,... | {
"capital_availability": 0.263,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.645,
"nearby_nodes": 4,
"network_redundancy_score": 0.451,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 172559,
"annualized_revenue_impact_usd": 275840,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 474122,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.03
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.263,
"demand_pressure": 0.663,
"entitlement_friction": 0.645,
"labor_shortage": 0.734,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-105918",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "372a394b-5046-4cf5-825d-858cf970e1e7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.316,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.67,
"battery_mwh": 11.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-062D2C8AB4",
"grid_service_limit_mw": 7.7,
"gross_sqft": 1038262,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.691,
"nearby_nodes": 4,
"network_redundancy_score": 0.809,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.2,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 208784,
"annualized_revenue_impact_usd": 276919,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 465395,
"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.86
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.928,
"capital_availability": 0.162,
"demand_pressure": 0.582,
"entitlement_friction": 0.691,
"labor_shortage": 0.929,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-105919",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:24:00Z",
"trace_id": "20cf1ff1-b905-4f96-a091-022f214da6ef"
} | {
"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": "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": 0.333,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 12.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-5E309EFA7F",
"grid_service_limit_mw": 25.1,
"gross_sqft": 444762,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.158,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.104,
"nearby_nodes": 4,
"network_redundancy_score": 0.632,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 178021... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.3,
"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 40683,
"annualized_revenue_impact_usd": 69948,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 500250,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 2.87,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.95
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.158,
"demand_pressure": 0.897,
"entitlement_friction": 0.104,
"labor_shortage": 0.794,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105920",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "4ac95830-45ba-449b-b6da-973e52868c8a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.309,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.319,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.7,
"battery_mwh": 5.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-43F68973C6",
"grid_service_limit_mw": 13.69,
"gross_sqft": 391657,
"infill_site": false,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.538,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.286,
"nearby_nodes": 8,
"network_redundancy_score": 0.506,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 19202,
"annualized_revenue_impact_usd": 30241,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 562085,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.91
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.538,
"demand_pressure": 0.645,
"entitlement_friction": 0.286,
"labor_shortage": 0.633,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105921",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:02:00Z",
"trace_id": "7c8d4749-1034-4a17-80ed-c523ad923e89"
} | {
"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": "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": false,
"growth_rate": 0.104,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.44,
"battery_mwh": 4.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-19F99799E6",
"grid_service_limit_mw": 14.59,
"gross_sqft": 249802,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.225,
"nearby_nodes": 5,
"network_redundancy_score": 0.785,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rat... | {
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -29509,
"annualized_revenue_impact_usd": -42784,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 454845,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.7
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.67,
"capital_availability": 0.355,
"demand_pressure": 0.41,
"entitlement_friction": 0.225,
"labor_shortage": 0.753,
"portfolio_tightness": 0.413,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-105922",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:55:00Z",
"trace_id": "e7fea2b0-2c2e-4c45-a2d8-e84403a36aac"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.195,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.252,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.71,
"battery_mwh": 1.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-B3013724C3",
"grid_service_limit_mw": 27,
"gross_sqft": 1173159,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.755,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.466,
"nearby_nodes": 6,
"network_redundancy_score": 0.591,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.407
} | {
"annualized_noi_impact_usd": -12121,
"annualized_revenue_impact_usd": -18809,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 516810,
"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": 0.29,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.85
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.755,
"demand_pressure": 0.47,
"entitlement_friction": 0.466,
"labor_shortage": 0.613,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105923",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:45:00Z",
"trace_id": "b1b5475a-fa39-4cb6-a80a-6e65ea2395c8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.422,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.129,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.78,
"battery_mwh": 6.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-9B12DDCDCE",
"grid_service_limit_mw": 10.44,
"gross_sqft": 775538,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.827,
"nearby_nodes": 5,
"network_redundancy_score": 0.584,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 75... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 87.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.1,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.635
} | {
"annualized_noi_impact_usd": 158798,
"annualized_revenue_impact_usd": 265171,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 692977,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.73
},
{
"action": "delay_spec_devel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.687,
"capital_availability": 0.121,
"demand_pressure": 0.689,
"entitlement_friction": 0.827,
"labor_shortage": 0.814,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105924",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:12:00Z",
"trace_id": "bbcd6a7f-613f-4d13-b1c5-adf12d4b6218"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.191,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.031,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.35,
"battery_mwh": 0.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-9900BC1A92",
"grid_service_limit_mw": 11.71,
"gross_sqft": 485549,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.438,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.856,
"nearby_nodes": 5,
"network_redundancy_score": 0.456,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 62... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": 1657,
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"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.67
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.61
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.484,
"capital_availability": 0.438,
"demand_pressure": 0.434,
"entitlement_friction": 0.856,
"labor_shortage": 0.962,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-105925",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "d299a32b-caeb-41d0-9e7e-0ef0ff2399b4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.086,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.431,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.51,
"battery_mwh": 9.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-7A7DB46A3B",
"grid_service_limit_mw": 15.1,
"gross_sqft": 910490,
"infill_site": false,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.72,
"nearby_nodes": 7,
"network_redundancy_score": 0.596,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.9,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 5.67,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": 22812,
"annualized_revenue_impact_usd": 32932,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 654741,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.93
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.47
},
{
"action": "mo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.16,
"capital_availability": 0.469,
"demand_pressure": 0.499,
"entitlement_friction": 0.72,
"labor_shortage": 0.684,
"portfolio_tightness": 0.604,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105926",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "9b7f39b5-cd94-49e2-962c-7f64c1cb6356"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.144,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
"battery_mwh": 3.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-A32E99E3AD",
"grid_service_limit_mw": 12.41,
"gross_sqft": 815808,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.692,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.696,
"nearby_nodes": 3,
"network_redundancy_score": 0.767,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7326... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": -151199,
"annualized_revenue_impact_usd": -235661,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 731013,
"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -0.92,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.45
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.692,
"demand_pressure": 0.368,
"entitlement_friction": 0.696,
"labor_shortage": 0.756,
"portfolio_tightness": 0.703,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105927",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:59:00Z",
"trace_id": "761d05f3-bc66-4d4f-a6f7-2c32024aacb6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": "high",
"risk_of_churn": 0.111,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.34,
"battery_mwh": 9.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-0197E48C2B",
"grid_service_limit_mw": 13.55,
"gross_sqft": 581143,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.759,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.735,
"nearby_nodes": 3,
"network_redundancy_score": 0.82,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 76.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": 2.7,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 51823,
"annualized_revenue_impact_usd": 82744,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 656616,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.29
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.98
},
{
"action": "defe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.759,
"demand_pressure": 0.466,
"entitlement_friction": 0.735,
"labor_shortage": 0.857,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-105928",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:51:00Z",
"trace_id": "72d160d7-a9a5-4a2a-bde9-2366c183bf01"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.167,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.445,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.68,
"battery_mwh": 8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-E12992DEA9",
"grid_service_limit_mw": 14.53,
"gross_sqft": 1219653,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.912,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.448,
"nearby_nodes": 8,
"network_redundancy_score": 0.534,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194788... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 83.9,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 5.36,
"tenant_expansion_probability": 0.472
... | {
"annualized_noi_impact_usd": 129911,
"annualized_revenue_impact_usd": 170204,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 362669,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.86
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.7
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.912,
"demand_pressure": 0.562,
"entitlement_friction": 0.448,
"labor_shortage": 0.542,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-105929",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:04:00Z",
"trace_id": "3e590400-5b2e-427c-a0cd-2226f8d835ff"
} | {
"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": 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": 0.076,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.58,
"battery_mwh": 2.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C65D9180D6",
"grid_service_limit_mw": 21.09,
"gross_sqft": 241680,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.148,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.618,
"nearby_nodes": 4,
"network_redundancy_score": 0.425,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -43189,
"annualized_revenue_impact_usd": -62317,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 459348,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.59
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.826,
"capital_availability": 0.148,
"demand_pressure": 0.506,
"entitlement_friction": 0.618,
"labor_shortage": 0.727,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105930",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "b541fa86-8eab-464f-94d9-da4ad810d5a8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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": false,
"growth_rate": 0.077,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.149,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.45,
"battery_mwh": 3.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-C4E3FA3E05",
"grid_service_limit_mw": 14.75,
"gross_sqft": 395586,
"infill_site": true,
"lease_expiry_months": 44,
"occup... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.786,
"nearby_nodes": 3,
"network_redundancy_score": 0.753,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.35,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -40596,
"annualized_revenue_impact_usd": -60195,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 622984,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.42,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 38
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 36.64
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.938,
"capital_availability": 0.621,
"demand_pressure": 0.443,
"entitlement_friction": 0.786,
"labor_shortage": 0.643,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-105931",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "4a61b9ea-28aa-43c6-b120-7c59030548e2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.125,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.54,
"battery_mwh": 7.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-E8ADC62044",
"grid_service_limit_mw": 9.87,
"gross_sqft": 736981,
"infill_site": false,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.471,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.232,
"nearby_nodes": 3,
"network_redundancy_score": 0.483,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": -122134,
"annualized_revenue_impact_usd": -188436,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 510849,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.14
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.471,
"demand_pressure": 0.45,
"entitlement_friction": 0.232,
"labor_shortage": 0.839,
"portfolio_tightness": 0.664,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-105932",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:04:00Z",
"trace_id": "cac330ac-835e-4f37-81a5-4c316c47b611"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.187,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.19,
"battery_mwh": 9.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-38C51785D7",
"grid_service_limit_mw": 13.38,
"gross_sqft": 1195829,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.503,
"nearby_nodes": 8,
"network_redundancy_score": 0.35,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 86.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.4,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": -88352,
"annualized_revenue_impact_usd": -125948,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 422127,
"expansion_capture_probability_post_event": 0.324,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.35
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.861,
"capital_availability": 0.617,
"demand_pressure": 0.651,
"entitlement_friction": 0.503,
"labor_shortage": 0.951,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-105933",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:07:00Z",
"trace_id": "b77c8bb0-42b9-45de-8f9b-612bd7760cdf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.169,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.66,
"battery_mwh": 11.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-522A6879CF",
"grid_service_limit_mw": 20.11,
"gross_sqft": 1171710,
"infill_site": false,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.496,
"nearby_nodes": 3,
"network_redundancy_score": 0.502,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -72336,
"annualized_revenue_impact_usd": -111820,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 584621,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": 0.67,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.57
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.386,
"demand_pressure": 0.497,
"entitlement_friction": 0.496,
"labor_shortage": 0.648,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105934",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "42df93aa-b9c4-4fc4-96f9-a93bda0eb036"
} | {
"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,
"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": 0.118,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.31,
"battery_mwh": 0.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-B6C00EAADF",
"grid_service_limit_mw": 8.94,
"gross_sqft": 892872,
"infill_site": false,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.407,
"nearby_nodes": 5,
"network_redundancy_score": 0.484,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -76775,
"annualized_revenue_impact_usd": -108638,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 403461,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.23
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.9
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.473,
"demand_pressure": 0.461,
"entitlement_friction": 0.407,
"labor_shortage": 0.841,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105935",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:24:00Z",
"trace_id": "f742823b-2420-434f-942c-0e38d5c18cb9"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.02,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.55,
"battery_mwh": 11.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-9FE5A42B9F",
"grid_service_limit_mw": 11.23,
"gross_sqft": 547528,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.474,
"nearby_nodes": 4,
"network_redundancy_score": 0.631,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 73.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_ra... | {
"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": "very_high",
"fo... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": -1.58,
"rent_growth_90d_pct": -2.88,
"tenant_expansion_probability": 0.0... | {
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"annualized_revenue_impact_usd": -324956,
"cap_rate_pressure_pct": -0.39,
"decision_horizon_days": 45,
"estimated_capex_usd": 631467,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.75,
"occupancy_shift": -0.025,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.63
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.71
},
{
"action": "delay_spec_developm... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.49,
"demand_pressure": 0.256,
"entitlement_friction": 0.474,
"labor_shortage": 0.692,
"portfolio_tightness": 0.336,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-105936",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "bcef8757-7ca0-49c9-b6cd-766c271a7651"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.456,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 11.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-622AD27610",
"grid_service_limit_mw": 16.71,
"gross_sqft": 1299681,
"infill_site": false,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.716,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.29,
"nearby_nodes": 7,
"network_redundancy_score": 0.829,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
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"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.262
} | {
"annualized_noi_impact_usd": -92885,
"annualized_revenue_impact_usd": -129597,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 447623,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -0.12,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.61
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.05
},
{
"action": "shift_overflow_to_satel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.716,
"demand_pressure": 0.359,
"entitlement_friction": 0.29,
"labor_shortage": 0.722,
"portfolio_tightness": 0.481,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-105937",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:27:00Z",
"trace_id": "826b2e05-27f8-44e1-8261-38e4a5a63d1c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.285,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.221,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.45,
"battery_mwh": 11.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-02D6152A57",
"grid_service_limit_mw": 13.79,
"gross_sqft": 405982,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.501,
"nearby_nodes": 3,
"network_redundancy_score": 0.312,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 84.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 77.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.431
} | {
"annualized_noi_impact_usd": -24074,
"annualized_revenue_impact_usd": -40045,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 662668,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.93
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.68
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.899,
"capital_availability": 0.068,
"demand_pressure": 0.575,
"entitlement_friction": 0.501,
"labor_shortage": 0.786,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105938",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:09:00Z",
"trace_id": "9e63bf71-5d94-426e-b810-719ebccdd9c3"
} | {
"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": 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": 0.339,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.36,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 8.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-62B722BA17",
"grid_service_limit_mw": 9.06,
"gross_sqft": 1095118,
"infill_site": true,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.557,
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"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.848,
"nearby_nodes": 6,
"network_redundancy_score": 0.548,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 194... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 87.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 3.74,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 217786,
"annualized_revenue_impact_usd": 333264,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 584103,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.1
},
{
"action": "delay_spec_dev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.518,
"capital_availability": 0.557,
"demand_pressure": 0.697,
"entitlement_friction": 0.848,
"labor_shortage": 0.865,
"portfolio_tightness": 0.643,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-105939",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "4bf93102-af78-474c-b7c9-fef1707b697c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.4,
"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": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.486,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.62,
"battery_mwh": 6.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-F4613B56E1",
"grid_service_limit_mw": 19.34,
"gross_sqft": 504978,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.152,
"nearby_nodes": 6,
"network_redundancy_score": 0.509,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.617,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.2,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": 0.377... | {
"annualized_noi_impact_usd": 3256,
"annualized_revenue_impact_usd": 4830,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 290858,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.006,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.2
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 23.23
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.619,
"capital_availability": 0.339,
"demand_pressure": 0.383,
"entitlement_friction": 0.152,
"labor_shortage": 0.529,
"portfolio_tightness": 0.513,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-105940",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "315d5778-5003-4ed8-8ddc-03ad4cccf2b3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"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": 0.234,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.238,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.61,
"battery_mwh": 10.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-619B4AA5FC",
"grid_service_limit_mw": 15.15,
"gross_sqft": 1214205,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.565,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.67,
"nearby_nodes": 3,
"network_redundancy_score": 0.609,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 51... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -175139,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 725958,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -1.27,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.06
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.1
},
{
"action": "reb... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.565,
"demand_pressure": 0.59,
"entitlement_friction": 0.67,
"labor_shortage": 0.816,
"portfolio_tightness": 0.432,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105941",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "a68248e1-385a-46f1-b806-c4e1337d94f0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.006,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.24,
"battery_mwh": 3.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-4AF2A7989E",
"grid_service_limit_mw": 17.09,
"gross_sqft": 871520,
"infill_site": true,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.404,
"nearby_nodes": 6,
"network_redundancy_score": 0.863,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 210541... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.664,
"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": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -29658,
"annualized_revenue_impact_usd": -45633,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 424887,
"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": -0.49,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.4
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 24.46
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.528,
"demand_pressure": 0.433,
"entitlement_friction": 0.404,
"labor_shortage": 0.881,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-105942",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:06:00Z",
"trace_id": "1002dd9f-9b26-4a20-8595-d776badfff84"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.183,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.31,
"battery_mwh": 8.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-CB33F01088",
"grid_service_limit_mw": 13.03,
"gross_sqft": 1099174,
"infill_site": false,
"lease_expiry_months": 31,... | {
"capital_availability": 0.25,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.297,
"nearby_nodes": 4,
"network_redundancy_score": 0.549,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1201647... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": -0.48,
"rent_growth_90d_pct": -1.42,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -149678,
"annualized_revenue_impact_usd": -226878,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 573752,
"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.74
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.655,
"capital_availability": 0.25,
"demand_pressure": 0.39,
"entitlement_friction": 0.297,
"labor_shortage": 0.704,
"portfolio_tightness": 0.355,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105943",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:34:00Z",
"trace_id": "b8243093-44d1-4f99-8708-81f30b30353e"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.247,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.38,
"battery_mwh": 2.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-9F38E79D01",
"grid_service_limit_mw": 12.59,
"gross_sqft": 1226492,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.644,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.661,
"nearby_nodes": 3,
"network_redundancy_score": 0.541,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.424
} | {
"annualized_noi_impact_usd": 5318,
"annualized_revenue_impact_usd": 8134,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 534381,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.57
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.644,
"demand_pressure": 0.618,
"entitlement_friction": 0.661,
"labor_shortage": 0.538,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105944",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:47:00Z",
"trace_id": "91bb90df-1163-45a1-9df4-f9e248b9691f"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.158,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 10.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-6E19BBFF55",
"grid_service_limit_mw": 10.14,
"gross_sqft": 1026537,
"infill_site": true,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.637,
"nearby_nodes": 6,
"network_redundancy_score": 0.513,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 86.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.673
} | {
"annualized_noi_impact_usd": 178324,
"annualized_revenue_impact_usd": 246452,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 675152,
"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.03,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 34.56
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.44
},
{
"action": "escalate_utility_interco... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.561,
"demand_pressure": 0.709,
"entitlement_friction": 0.637,
"labor_shortage": 0.567,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-105945",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:56:00Z",
"trace_id": "bbfda0cb-8836-4c6c-a80b-f1e48ac3e925"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.31,
"battery_mwh": 9.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-37A731A766",
"grid_service_limit_mw": 12.22,
"gross_sqft": 485422,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.554,
"nearby_nodes": 8,
"network_redundancy_score": 0.379,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 923... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.1,
"event_name": "PICK_RATE_DECELERATION",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
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"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 2.62,
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} | {
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": -0.03,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.75
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.554,
"labor_shortage": 0.972,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-105946",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:59:00Z",
"trace_id": "c550a735-115d-495b-80b2-a273032b4cbf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.334,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 3.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-D62899BBEC",
"grid_service_limit_mw": 17.84,
"gross_sqft": 988424,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.631,
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"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.128,
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"nearby_nodes": 8,
"network_redundancy_score": 0.327,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
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"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pc... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 2.31,
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} | {
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"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.19
},
{
"action": "rebalance_carrie... | {
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"capital_availability": 0.631,
"demand_pressure": 0.8,
"entitlement_friction": 0.255,
"labor_shortage": 0.664,
"portfolio_tightness": 0.36,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-105947",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:13:00Z",
"trace_id": "ce11d661-8bc2-4e4c-b92b-4acc63588bf5"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 5.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-33681278B7",
"grid_service_limit_mw": 11.06,
"gross_sqft": 1234296,
"infill_site": false,
"lease_expiry_months": 63,... | {
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"entitlement_friction": 0.439,
"nearby_nodes": 4,
"network_redundancy_score": 0.457,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 78,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": -0.6,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -3.42,
"occupancy_shift": -0.013,
"service_penalty_r... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.42
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.5
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.21,
"entitlement_friction": 0.439,
"labor_shortage": 0.791,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105948",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:27:00Z",
"trace_id": "36809487-55fa-4389-ac56-eb4ea6989298"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.441,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 3.94,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-F6C2C808D8",
"grid_service_limit_mw": 9.46,
"gross_sqft": 1192018,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.283,
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"nearby_nodes": 2,
"network_redundancy_score": 0.606,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.5,
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"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 21,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.997,
"rent_growth_30d_pct": 5.37,
"rent_growth_90d_pct": 5.32,
"tenant_expansion_probability"... | {
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"lease_rate_change_pct": 2.89,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.34
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.59
},
{
"action": "secure_pop_up_cap... | {
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"entitlement_friction": 0.651,
"labor_shortage": 0.869,
"portfolio_tightness": 0.661,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105949",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "4ea1f601-ff5f-4a77-9147-3ba1a1d33152"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.099,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.064,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 3.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-26F4E2AB67",
"grid_service_limit_mw": 14.56,
"gross_sqft": 1105125,
"infill_site": false,
"lease_expiry_months": 53,... | {
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"entitlement_friction": 0.644,
"nearby_nodes": 2,
"network_redundancy_score": 0.574,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.301
} | {
"annualized_noi_impact_usd": -189146,
"annualized_revenue_impact_usd": -305459,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 530567,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.636,
"capital_availability": 0.479,
"demand_pressure": 0.512,
"entitlement_friction": 0.644,
"labor_shortage": 1,
"portfolio_tightness": 0.69,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105950",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "969b104a-6192-44b3-8fd2-f57dc4fa43ff"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.259,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.175,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 3.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-F76E70A328",
"grid_service_limit_mw": 18.78,
"gross_sqft": 636843,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.228,
"nearby_nodes": 4,
"network_redundancy_score": 0.356,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 87.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.06,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 28321,
"annualized_revenue_impact_usd": 47518,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 487696,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.78
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.51,
"demand_pressure": 0.706,
"entitlement_friction": 0.228,
"labor_shortage": 0.699,
"portfolio_tightness": 0.558,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-105951",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:11:00Z",
"trace_id": "33f5eaf9-45ec-4f90-9eca-f73d5deb96fd"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"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": 0.154,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.314,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.41,
"battery_mwh": 4.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-799198DE1F",
"grid_service_limit_mw": 13.65,
"gross_sqft": 779032,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.374,
"nearby_nodes": 6,
"network_redundancy_score": 0.803,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"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": "very_high",
"fo... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": -0.27,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -62609,
"annualized_revenue_impact_usd": -85528,
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.26
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.104,
"demand_pressure": 0.437,
"entitlement_friction": 0.374,
"labor_shortage": 0.588,
"portfolio_tightness": 0.346,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105952",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "95577479-fe3e-4c31-bc07-d29771d65b14"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.469,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 1.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-87D745EB28",
"grid_service_limit_mw": 16.36,
"gross_sqft": 372265,
"infill_site": false,
"lease_expiry_months": 44,
"occupa... | {
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"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.126,
"nearby_nodes": 7,
"network_redundancy_score": 0.476,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 103840... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.22,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 88,
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"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 6230,
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"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.56
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.698,
"demand_pressure": 0.442,
"entitlement_friction": 0.126,
"labor_shortage": 0.665,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105953",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:32:00Z",
"trace_id": "50537e9e-1a9e-4749-9f8a-c53d0f3efde1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.089,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 6.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-98FB233C41",
"grid_service_limit_mw": 18.67,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.896,
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"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.468,
"nearby_nodes": 3,
"network_redundancy_score": 0.427,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.51,
"capacity_risk_band": "severe",
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"market_entry_score": 76.6,
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"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -28420,
"annualized_revenue_impact_usd": -41627,
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"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -2.41,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.5
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.851,
"capital_availability": 0.448,
"demand_pressure": 0.543,
"entitlement_friction": 0.468,
"labor_shortage": 1,
"portfolio_tightness": 0.45,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105954",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:09:00Z",
"trace_id": "02f9bee4-ce45-4a73-8331-f66a2a17f665"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.332,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.47,
"battery_mwh": 0.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-B77A86487B",
"grid_service_limit_mw": 22.12,
"gross_sqft": 898095,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.59,
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"entitlement_friction": 0.085,
"nearby_nodes": 4,
"network_redundancy_score": 0.823,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.4,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.478
} | {
"annualized_noi_impact_usd": -13888,
"annualized_revenue_impact_usd": -18353,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 487678,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.93
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.77,
"capital_availability": 0.59,
"demand_pressure": 0.596,
"entitlement_friction": 0.085,
"labor_shortage": 0.649,
"portfolio_tightness": 0.476,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105955",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:36:00Z",
"trace_id": "1d5ec90c-3f8c-4000-aacb-89af5d2e9da2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.312,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.19,
"battery_mwh": 6.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-2555DBE4E0",
"grid_service_limit_mw": 17.42,
"gross_sqft": 1451304,
"infill_site": true,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.54,
"nearby_nodes": 6,
"network_redundancy_score": 0.462,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 0.71,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 33724,
"annualized_revenue_impact_usd": 54849,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 395330,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.38
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.431,
"demand_pressure": 0.634,
"entitlement_friction": 0.54,
"labor_shortage": 0.624,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-105956",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:05:00Z",
"trace_id": "8d454f06-bd96-4131-80ba-e6515727ae6f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.125,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.71,
"battery_mwh": 7.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-D171CADA81",
"grid_service_limit_mw": 16.78,
"gross_sqft": 467419,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.374,
"nearby_nodes": 8,
"network_redundancy_score": 0.718,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1960226,
... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -60300,
"annualized_revenue_impact_usd": -95759,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 606444,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -1.91,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.15
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.33
},
{
"action": "shift_overflow_to_satell... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0,
"demand_pressure": 0.375,
"entitlement_friction": 0.374,
"labor_shortage": 0.818,
"portfolio_tightness": 0.477,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-105957",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "2b0aebe0-f655-4dfa-b8e9-1636cb0219c4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.67,
"battery_mwh": 4.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-A789B6A16D",
"grid_service_limit_mw": 10.36,
"gross_sqft": 463200,
"infill_site": true,
"lease_expiry_months": 52,
"occup... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.324,
"nearby_nodes": 6,
"network_redundancy_score": 0.625,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 3.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
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"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": 45412,
"annualized_revenue_impact_usd": 74160,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 620087,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.1
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.115,
"capital_availability": 0.537,
"demand_pressure": 0.481,
"entitlement_friction": 0.324,
"labor_shortage": 0.967,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105958",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:42:00Z",
"trace_id": "de419388-5f93-49a3-b260-84a0ab47d87d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.377,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.81,
"battery_mwh": 3.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-A595575A9F",
"grid_service_limit_mw": 10.78,
"gross_sqft": 675384,
"infill_site": true,
"lease_expiry_months": 20,
"occupa... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.593,
"nearby_nodes": 4,
"network_redundancy_score": 0.315,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": 7445,
"annualized_revenue_impact_usd": 12835,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.21
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.619,
"demand_pressure": 0.578,
"entitlement_friction": 0.593,
"labor_shortage": 0.533,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-105959",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:43:00Z",
"trace_id": "b7f51e01-3238-4e3c-9380-064b698f5ac6"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.439,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.148,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.26,
"battery_mwh": 12.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-2A11AC7FB2",
"grid_service_limit_mw": 15.9,
"gross_sqft": 689701,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.232,
"nearby_nodes": 7,
"network_redundancy_score": 0.483,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 89346,... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.591
} | {
"annualized_noi_impact_usd": 53610,
"annualized_revenue_impact_usd": 81380,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 709485,
"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 53.17
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.77
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.554,
"entitlement_friction": 0.232,
"labor_shortage": 0.676,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105960",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "ba81538b-cd83-4d30-ba2f-66d218e02e4f"
} | {
"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",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.357,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.35,
"battery_mwh": 3.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-2F74B35D01",
"grid_service_limit_mw": 15.51,
"gross_sqft": 626635,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.327,
"nearby_nodes": 6,
"network_redundancy_score": 0.591,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 33.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.51,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.712
} | {
"annualized_noi_impact_usd": 119880,
"annualized_revenue_impact_usd": 155367,
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"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 2.93,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.46
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.75,
"entitlement_friction": 0.327,
"labor_shortage": 0.57,
"portfolio_tightness": 0.525,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-105961",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "d850b129-50c7-4422-aaff-1fd7909e8f0d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.32,
"battery_mwh": 2.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-1A6723AA81",
"grid_service_limit_mw": 20.71,
"gross_sqft": 567490,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
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"cluster_utilization_pct": 0.946,
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"nearby_nodes": 4,
"network_redundancy_score": 0.445,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.5,
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"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 47697,
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"lease_rate_change_pct": 2.08,
"occupancy_shift": 0.007,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.5
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28
},
{
"action": "lock_power_capacity_reservation",
"reason... | {
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"capital_availability": 0.365,
"demand_pressure": 0.508,
"entitlement_friction": 0.162,
"labor_shortage": 0.557,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-105962",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:35:00Z",
"trace_id": "72e0e010-5c29-48d9-a95b-6a3448759a11"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.312,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 9.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-C66000153F",
"grid_service_limit_mw": 16.68,
"gross_sqft": 944581,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
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"entitlement_friction": 0.089,
"nearby_nodes": 2,
"network_redundancy_score": 0.647,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 39877,... | [
{
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"dock_utilization_pct": 83.6,
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"power_load_pct_of_service_limit": 78,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_90d_pct": -0.15,
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} | {
"annualized_noi_impact_usd": 11595,
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"lease_rate_change_pct": -0.49,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.92
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.56
},
{
"action": "escalate_utility_... | {
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"capital_availability": 0.672,
"demand_pressure": 0.559,
"entitlement_friction": 0.089,
"labor_shortage": 0.833,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105963",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "870404f6-eb9a-44fd-90b6-5146531c0658"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 9.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-000A8E0EB8",
"grid_service_limit_mw": 12.54,
"gross_sqft": 705082,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.124,
"cluster_utilization_pct": 0.93,
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"cross_node_rebalancing_capacity_pct": 0.086,
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"nearby_nodes": 7,
"network_redundancy_score": 0.682,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 110... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 87.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.94
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.93
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.883,
"capital_availability": 0.124,
"demand_pressure": 0.669,
"entitlement_friction": 0.624,
"labor_shortage": 1,
"portfolio_tightness": 0.724,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-105964",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:22:00Z",
"trace_id": "81e117fb-8d10-427e-96c1-3eb1d313bad7"
} | {
"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": 7.5,
"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": 0.348,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.74,
"battery_mwh": 3.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-E56AB66485",
"grid_service_limit_mw": 14.24,
"gross_sqft": 824302,
"infill_site": false,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.314,
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"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.643,
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"network_redundancy_score": 0.836,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 388711,
"annualized_revenue_impact_usd": 520406,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 559271,
"expansion_capture_probability_post_event": 0.625,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.01
},
{
"action": "lock_power_ca... | {
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"capital_availability": 0.314,
"demand_pressure": 0.622,
"entitlement_friction": 0.643,
"labor_shortage": 0.742,
"portfolio_tightness": 0.607,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105965",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:13:00Z",
"trace_id": "6ab4825b-6c67-4095-8400-00f2afda07f6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-EF16CFE213",
"grid_service_limit_mw": 17.79,
"gross_sqft": 814922,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
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"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.652,
"nearby_nodes": 5,
"network_redundancy_score": 0.801,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.365
} | {
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"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -1.56,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
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"score": 34.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.85
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.753,
"entitlement_friction": 0.652,
"labor_shortage": 0.826,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.894,
"id": "FORGE-105966",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "f7ffb0fe-9462-4800-9a7f-f4f3a49530fa"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.251,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 11.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-5BD8D343AD",
"grid_service_limit_mw": 9.54,
"gross_sqft": 486233,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.482,
"cluster_utilization_pct": 0.861,
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"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.324,
"nearby_nodes": 6,
"network_redundancy_score": 0.416,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
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"rent_growth_30d_pct": 4.67,
"rent_growth_90d_pct": 3.6,
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} | {
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"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
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{
"action": "activate_temp_labor",
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"score": 43.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.64
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"capital_availability": 0.482,
"demand_pressure": 0.87,
"entitlement_friction": 0.324,
"labor_shortage": 1,
"portfolio_tightness": 0.663,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-105967",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "9885c936-3242-4bdb-a132-1d6c84aed7a4"
} | {
"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",
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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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 3.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-514D7BFE10",
"grid_service_limit_mw": 13.9,
"gross_sqft": 495509,
"infill_site": true,
"lease_expiry_months": 72,
"occupa... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.736,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 88.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 38582,
"annualized_revenue_impact_usd": 59222,
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"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.88
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.494,
"demand_pressure": 0.809,
"entitlement_friction": 0.453,
"labor_shortage": 0.706,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-105968",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:45:00Z",
"trace_id": "031aa92c-54a4-4634-bdae-c136c4dda184"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 8.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-7EB6ED1154",
"grid_service_limit_mw": 12.62,
"gross_sqft": 1088325,
"infill_site": true,
"lease_expiry_months": 65,
"oc... | {
"capital_availability": 0.017,
"cluster_utilization_pct": 0.892,
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"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.479,
"nearby_nodes": 8,
"network_redundancy_score": 0.385,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": -201387,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.35
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.017,
"demand_pressure": 0.56,
"entitlement_friction": 0.479,
"labor_shortage": 0.889,
"portfolio_tightness": 0.566,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-105969",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:50:00Z",
"trace_id": "c339ceb7-2b94-48ea-bc60-e2d94fccf2c8"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.019,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.299,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.49,
"battery_mwh": 2.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-85229A1245",
"grid_service_limit_mw": 7.3,
"gross_sqft": 962884,
"infill_site": false,
"lease_expiry_months": 14,
"occupa... | {
"capital_availability": 0.8,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.452,
"nearby_nodes": 4,
"network_redundancy_score": 0.45,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14876... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 3.04,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 4.4,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -54552,
"annualized_revenue_impact_usd": -74675,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 688363,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.74
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.14
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.8,
"demand_pressure": 0.409,
"entitlement_friction": 0.452,
"labor_shortage": 0.88,
"portfolio_tightness": 0.714,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-105970",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:06:00Z",
"trace_id": "071fd705-2823-4296-adbc-a2e24a124bd6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.052,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.38,
"battery_mwh": 8.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-342FFDE57D",
"grid_service_limit_mw": 13.33,
"gross_sqft": 1084230,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.207,
"nearby_nodes": 7,
"network_redundancy_score": 0.777,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 332002... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.308
} | {
"annualized_noi_impact_usd": -27430,
"annualized_revenue_impact_usd": -44054,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 578426,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.019,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.64
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 23.48
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.507,
"capital_availability": 0.539,
"demand_pressure": 0.473,
"entitlement_friction": 0.207,
"labor_shortage": 0.758,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-105971",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "8cc5b3f4-08e4-4268-bfb1-cbf160fe91ef"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.31,
"battery_mwh": 8.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-C6B64F337C",
"grid_service_limit_mw": 16.12,
"gross_sqft": 309737,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.41,
"nearby_nodes": 8,
"network_redundancy_score": 0.85,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.95,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -16385,
"annualized_revenue_impact_usd": -21731,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 680306,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.74
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.42
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.455,
"demand_pressure": 0.657,
"entitlement_friction": 0.41,
"labor_shortage": 0.815,
"portfolio_tightness": 0.569,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-105972",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "536b8546-17c5-4fbc-a161-87dccd83a0db"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.288,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.77,
"battery_mwh": 0.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-EE10F80105",
"grid_service_limit_mw": 14.66,
"gross_sqft": 844309,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.78,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.318,
"nearby_nodes": 3,
"network_redundancy_score": 0.444,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 87.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 109161,
"annualized_revenue_impact_usd": 154044,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 503844,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.3
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.78,
"demand_pressure": 0.718,
"entitlement_friction": 0.318,
"labor_shortage": 0.769,
"portfolio_tightness": 0.567,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-105973",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:16:00Z",
"trace_id": "9bbe3e7f-ecac-4853-b29b-4bfe34f54d7c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": -0.024,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.51,
"battery_mwh": 1.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-605F03EC12",
"grid_service_limit_mw": 15.06,
"gross_sqft": 872868,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.026,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.302,
"nearby_nodes": 6,
"network_redundancy_score": 0.314,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 77.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": -1.12,
"tenant_expansion_probability": 0.09... | {
"annualized_noi_impact_usd": -619890,
"annualized_revenue_impact_usd": -1008063,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 30,
"estimated_capex_usd": 603729,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.23,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.32
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.889,
"capital_availability": 0.026,
"demand_pressure": 0.208,
"entitlement_friction": 0.302,
"labor_shortage": 0.701,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-105974",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:51:00Z",
"trace_id": "b2511697-5fd8-4d5c-bfdb-7e9f81923320"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.54,
"battery_mwh": 2.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-E0131FEFD3",
"grid_service_limit_mw": 11.74,
"gross_sqft": 401519,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.534,
"nearby_nodes": 2,
"network_redundancy_score": 0.427,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"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": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.094
} | {
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"estimated_capex_usd": 532112,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.98,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 32.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.08
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.611,
"entitlement_friction": 0.534,
"labor_shortage": 0.722,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105975",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "b415d67e-1ecf-41b6-a7a7-3b39a1dc6806"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.255,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 4.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-C462254FA4",
"grid_service_limit_mw": 19.87,
"gross_sqft": 1309057,
"infill_site": true,
"lease_expiry_months": 69,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.46,
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"entitlement_friction": 0.221,
"nearby_nodes": 6,
"network_redundancy_score": 0.844,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1502... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
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"rent_growth_30d_pct": 4.1,
"rent_growth_90d_pct": 5.71,
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} | {
"annualized_noi_impact_usd": 172812,
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"lease_rate_change_pct": 4.37,
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"service_penalty_risk_usd"... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.5
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.98,
"entitlement_friction": 0.221,
"labor_shortage": 0.793,
"portfolio_tightness": 0.583,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-105976",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:55:00Z",
"trace_id": "171c25cc-371b-40db-9eb4-5daa863ba89f"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.095,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-147F18969B",
"grid_service_limit_mw": 15.96,
"gross_sqft": 646685,
"infill_site": true,
"lease_expiry_months": 42,
"occu... | {
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"cluster_utilization_pct": 0.911,
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"nearby_nodes": 8,
"network_redundancy_score": 0.68,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 750638,... | [
{
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"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_90d_pct": 0.92,
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} | {
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"lease_rate_change_pct": 0.16,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
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"score": 27.22
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.48
},
{
"action": "secure_pop_up_capacity",
"... | {
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"capital_availability": 0,
"demand_pressure": 0.635,
"entitlement_friction": 0.32,
"labor_shortage": 0.515,
"portfolio_tightness": 0.334,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-105977",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:00:00Z",
"trace_id": "02e27881-aea4-45a9-952e-2e1757ec4d6e"
} | {
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"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a",
"clear_height_ft": 36,
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"dock_doors": 101,
"facility_id": "FAC-AFA751F430",
"grid_service_limit_mw": 12.19,
"gross_sqft": 1017600,
"infill_site": false,
"lease_expiry_months": 55,
"o... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.618,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.668
} | {
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"lease_rate_change_pct": 3.73,
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"service_penalty_risk_... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.78
},
{
"action": "defer_noncritical_projects",
... | {
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"demand_pressure": 0.68,
"entitlement_friction": 0.335,
"labor_shortage": 0.473,
"portfolio_tightness": 0.454,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.709,
"id": "FORGE-105978",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:02:00Z",
"trace_id": "24ac0ccf-35c8-4a60-ba1f-9d1bcf1292aa"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-EF04328C0A",
"grid_service_limit_mw": 14.17,
"gross_sqft": 326163,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.654,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"market_entry_score": 87.3,
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"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.33,
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} | {
"annualized_noi_impact_usd": -5577,
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"lease_rate_change_pct": -1.44,
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"service_penalty_risk_u... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.71
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.464,
"entitlement_friction": 0.6,
"labor_shortage": 0.569,
"portfolio_tightness": 0.459,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-105979",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "879e682f-b87a-417b-89dc-b62368d6262a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.348,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-2DE60C17CF",
"grid_service_limit_mw": 11.78,
"gross_sqft": 1078913,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.599,
"nearby_nodes": 7,
"network_redundancy_score": 0.711,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 99972,
"annualized_revenue_impact_usd": 151971,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 755161,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.67
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.53
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.34,
"capital_availability": 0.723,
"demand_pressure": 0.551,
"entitlement_friction": 0.599,
"labor_shortage": 0.967,
"portfolio_tightness": 0.69,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105980",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:23:00Z",
"trace_id": "56032e7f-7514-4965-98a8-4efc335d43b8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"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": 0.089,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.61,
"battery_mwh": 8.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-2595517CF0",
"grid_service_limit_mw": 20.01,
"gross_sqft": 521026,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.525,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.357,
"nearby_nodes": 5,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 383061... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -41526,
"annualized_revenue_impact_usd": -55481,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 497473,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -0.1,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.45
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.525,
"demand_pressure": 0.378,
"entitlement_friction": 0.357,
"labor_shortage": 0.684,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-105981",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "f2bbd146-6aa9-44b1-bf10-1cbbba65672b"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.383,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.26,
"battery_mwh": 2.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-9C912A05FA",
"grid_service_limit_mw": 14.97,
"gross_sqft": 344821,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.182,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.087,
"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 336169,... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.603
} | {
"annualized_noi_impact_usd": 31493,
"annualized_revenue_impact_usd": 50634,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 390224,
"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.73
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.182,
"demand_pressure": 0.748,
"entitlement_friction": 0.087,
"labor_shortage": 0.875,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-105982",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "12ac54c0-c7a9-4e62-bcde-2292a9ad6630"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.004,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.329,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.19,
"battery_mwh": 4.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-395B0B12E4",
"grid_service_limit_mw": 26.48,
"gross_sqft": 1048270,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.229,
"nearby_nodes": 5,
"network_redundancy_score": 0.531,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -220348,
"annualized_revenue_impact_usd": -318833,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 557331,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -1.28,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.81
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.869,
"capital_availability": 0,
"demand_pressure": 0.36,
"entitlement_friction": 0.229,
"labor_shortage": 0.688,
"portfolio_tightness": 0.512,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105983",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:03:00Z",
"trace_id": "d5a71771-20cd-4093-b568-d87c247c0b95"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.338,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.104,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.69,
"battery_mwh": 3.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-B74E92CC7C",
"grid_service_limit_mw": 18.68,
"gross_sqft": 847604,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.273,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.143,
"nearby_nodes": 5,
"network_redundancy_score": 0.479,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 182320... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": 67240,
"annualized_revenue_impact_usd": 111538,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 471573,
"expansion_capture_probability_post_event": 0.495,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.24
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.63
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.493,
"capital_availability": 0.273,
"demand_pressure": 0.625,
"entitlement_friction": 0.143,
"labor_shortage": 0.934,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-105984",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "ac8b2758-ef6d-4a4e-8608-28de73ba8474"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.21,
"battery_mwh": 7.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-42D963AE25",
"grid_service_limit_mw": 14.48,
"gross_sqft": 283771,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.133,
"nearby_nodes": 6,
"network_redundancy_score": 0.745,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 29502,
"annualized_revenue_impact_usd": 47429,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 533482,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.26
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.727,
"entitlement_friction": 0.133,
"labor_shortage": 0.778,
"portfolio_tightness": 0.448,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-105985",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "d0ce8dd9-fc8f-4e6e-86b4-99216a6cd550"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.219,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.192,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 8.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-3607B55EC5",
"grid_service_limit_mw": 14.12,
"gross_sqft": 543484,
"infill_site": false,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.307,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.089,
"nearby_nodes": 5,
"network_redundancy_score": 0.825,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.5,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.82,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -91130,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 605467,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -1.08,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.6
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.307,
"demand_pressure": 0.436,
"entitlement_friction": 0.089,
"labor_shortage": 0.726,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-105986",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:22:00Z",
"trace_id": "1ccacd94-950d-4d48-8b90-8a2292784742"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.132,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.173,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.59,
"battery_mwh": 8.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C3B0F5BC57",
"grid_service_limit_mw": 13.16,
"gross_sqft": 169167,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.283,
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"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.335,
"nearby_nodes": 3,
"network_redundancy_score": 0.369,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.6,
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"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.35,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
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"rent_growth_30d_pct": 4.38,
"rent_growth_90d_pct": 5.39,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": 20421,
"annualized_revenue_impact_usd": 27875,
"cap_rate_pressure_pct": 0.07,
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"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.025,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 37.36
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.06
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.283,
"demand_pressure": 0.576,
"entitlement_friction": 0.335,
"labor_shortage": 0.497,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105987",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:07:00Z",
"trace_id": "4e8db379-9276-4225-abd5-b9cfc9296dc7"
} | {
"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",
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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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.247,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 0.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-FD4F444D32",
"grid_service_limit_mw": 11.71,
"gross_sqft": 1300714,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.396,
"nearby_nodes": 7,
"network_redundancy_score": 0.351,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 314... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 4.22,
"rent_growth_90d_pct": 5.25,
"tenant_expansion_probability": 0.512
... | {
"annualized_noi_impact_usd": 393363,
"annualized_revenue_impact_usd": 533542,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 2.53,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.29
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.512,
"demand_pressure": 0.581,
"entitlement_friction": 0.396,
"labor_shortage": 0.653,
"portfolio_tightness": 0.595,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-105988",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:44:00Z",
"trace_id": "3778051c-df95-4c99-9a9f-063a359c74ac"
} | {
"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.188,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.67,
"battery_mwh": 8.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-F7002320DE",
"grid_service_limit_mw": 10.26,
"gross_sqft": 1146675,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.779,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.633,
"nearby_nodes": 7,
"network_redundancy_score": 0.521,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 128... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"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": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.917,
"rent_growth_30d_pct": 4.07,
"rent_growth_90d_pct": 6.22,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 409873,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 3.17,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.06
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.82
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.779,
"demand_pressure": 0.472,
"entitlement_friction": 0.633,
"labor_shortage": 0.719,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-105989",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:18:00Z",
"trace_id": "fef1e991-2fbb-490f-974a-44a2f7e18f9e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.046,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.37,
"battery_mwh": 3.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-0E86BEF902",
"grid_service_limit_mw": 11.43,
"gross_sqft": 588876,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.089,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.492,
"nearby_nodes": 3,
"network_redundancy_score": 0.558,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": -0.12,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -65724,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 558520,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -2.41,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.82
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.373,
"capital_availability": 0.089,
"demand_pressure": 0.529,
"entitlement_friction": 0.492,
"labor_shortage": 0.549,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105990",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "6ca48e49-1d42-4bed-943f-6ec46be80747"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.452,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 1.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-3ACF6F66FC",
"grid_service_limit_mw": 11.91,
"gross_sqft": 462315,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.351,
"nearby_nodes": 4,
"network_redundancy_score": 0.618,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.285
} | {
"annualized_noi_impact_usd": -30775,
"annualized_revenue_impact_usd": -50476,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 618912,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": 0.52,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.5
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.71
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.373,
"demand_pressure": 0.439,
"entitlement_friction": 0.351,
"labor_shortage": 0.549,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105991",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:16:00Z",
"trace_id": "0f9a45a4-fd67-4a59-893f-5298914b28e0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.248,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 3.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-3143598944",
"grid_service_limit_mw": 10.16,
"gross_sqft": 1275152,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.443,
"nearby_nodes": 5,
"network_redundancy_score": 0.614,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 5.56,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": 172101,
"annualized_revenue_impact_usd": 271740,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 529004,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 3.34,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.65
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.707,
"capital_availability": 0.509,
"demand_pressure": 0.841,
"entitlement_friction": 0.443,
"labor_shortage": 0.738,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105992",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:40:00Z",
"trace_id": "bcdeaf3c-5607-4361-a82a-abeae2a4592a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.137,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.048,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.52,
"battery_mwh": 5.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-60D0AF4336",
"grid_service_limit_mw": 22.04,
"gross_sqft": 1333723,
"infill_site": true,
"lease_expiry_months": 59,
"oc... | {
"capital_availability": 0.145,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.138,
"nearby_nodes": 2,
"network_redundancy_score": 0.556,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": -0.74,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -126474,
"annualized_revenue_impact_usd": -187522,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 613168,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -2.7,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.5
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.75,
"capital_availability": 0.145,
"demand_pressure": 0.386,
"entitlement_friction": 0.138,
"labor_shortage": 0.891,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-105993",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "1de6d7d4-c490-4e3f-9457-552b3d3350c4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.276,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.111,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 6.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-527BF1DA4D",
"grid_service_limit_mw": 12.88,
"gross_sqft": 659730,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.295,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.401,
"nearby_nodes": 4,
"network_redundancy_score": 0.835,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 904357... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": -7341,
"annualized_revenue_impact_usd": -10141,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 611220,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.295,
"demand_pressure": 0.589,
"entitlement_friction": 0.401,
"labor_shortage": 0.746,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-105994",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:52:00Z",
"trace_id": "c49f63b0-bcd1-4128-acc7-117b9502f974"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.104,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.7,
"battery_mwh": 6.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-82602E131B",
"grid_service_limit_mw": 21.33,
"gross_sqft": 675154,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.126,
"nearby_nodes": 4,
"network_redundancy_score": 0.811,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 32.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 91,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 4.45,
"rent_growth_90d_pct": 6.69,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": 67873,
"annualized_revenue_impact_usd": 95172,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 358961,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.03,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.68
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.745,
"demand_pressure": 0.699,
"entitlement_friction": 0.126,
"labor_shortage": 0.628,
"portfolio_tightness": 0.498,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105995",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:49:00Z",
"trace_id": "a4a7d87d-7623-467c-bf17-f7ddb57277d8"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.339,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.33,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 137,
"facility_id": "FAC-C934F56C4D",
"grid_service_limit_mw": 14.86,
"gross_sqft": 1372884,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.124,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.548,
"nearby_nodes": 8,
"network_redundancy_score": 0.651,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1788496... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 78.9,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": -0.57,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -260589,
"annualized_revenue_impact_usd": -428971,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 545973,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -2.5,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.554,
"capital_availability": 0.124,
"demand_pressure": 0.305,
"entitlement_friction": 0.548,
"labor_shortage": 0.783,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105996",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:04:00Z",
"trace_id": "25a8c09c-8ce6-405e-a107-d4ac8c30d264"
} | {
"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": 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": 0.322,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.39,
"battery_mwh": 11.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-51AAFBDB12",
"grid_service_limit_mw": 19.85,
"gross_sqft": 1069730,
"infill_site": true,
"lease_expiry_months": 35,... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.538,
"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 295716... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 88.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": -17263,
"annualized_revenue_impact_usd": -24302,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 515287,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.36
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.846,
"capital_availability": 0.504,
"demand_pressure": 0.782,
"entitlement_friction": 0.538,
"labor_shortage": 0.762,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105997",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:49:00Z",
"trace_id": "a94e6f22-d622-4eb3-b6a1-6c69549ce039"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.2,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.48,
"battery_mwh": 3.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-644D261324",
"grid_service_limit_mw": 9.2,
"gross_sqft": 1483520,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.716,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.715,
"nearby_nodes": 6,
"network_redundancy_score": 0.656,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 4.46,
"rent_growth_90d_pct": 6.15,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 533092,
"annualized_revenue_impact_usd": 872009,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 455399,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.045,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.85
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.08
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.716,
"demand_pressure": 0.746,
"entitlement_friction": 0.715,
"labor_shortage": 0.88,
"portfolio_tightness": 0.58,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-105998",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "f09e6757-f25d-473b-b18c-4852ed9fa4c0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"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": 0.399,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 1.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-CD63C3E015",
"grid_service_limit_mw": 14.18,
"gross_sqft": 1417075,
"infill_site": false,
"lease_expiry_months": 58,
"oc... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.484,
"nearby_nodes": 3,
"network_redundancy_score": 0.734,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.23,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 41229,
"annualized_revenue_impact_usd": 61149,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 700952,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 2.1,
"occupancy_shift": 0.005,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.36
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.481,
"demand_pressure": 0.715,
"entitlement_friction": 0.484,
"labor_shortage": 0.643,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105999",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "72c66b3e-14fb-4ba6-be11-095557097c0f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.352,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 11.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-EC268CDE01",
"grid_service_limit_mw": 16.75,
"gross_sqft": 889348,
"infill_site": true,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.647,
"nearby_nodes": 4,
"network_redundancy_score": 0.875,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 82,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": -0.15,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -154903,
"annualized_revenue_impact_usd": -205416,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 595959,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.51
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.407,
"demand_pressure": 0.444,
"entitlement_friction": 0.647,
"labor_shortage": 0.755,
"portfolio_tightness": 0.523,
... |
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