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": 0.825,
"id": "FORGE-107900",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:50:00Z",
"trace_id": "b2b4c4f9-d1bd-4e86-9575-1bfaa4c2a0fe"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.131,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.245,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.37,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-DC8684B698",
"grid_service_limit_mw": 15.75,
"gross_sqft": 1081681,
"infill_site": true,
"lease_expiry_months": 33,
"oc... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.115,
"nearby_nodes": 2,
"network_redundancy_score": 0.689,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -150388,
"annualized_revenue_impact_usd": -199380,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 357923,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.72
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.845,
"capital_availability": 0.14,
"demand_pressure": 0.481,
"entitlement_friction": 0.115,
"labor_shortage": 0.642,
"portfolio_tightness": 0.503,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107901",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:12:00Z",
"trace_id": "2f632e30-a30a-43cb-beac-db1e44d27faa"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.027,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.31,
"battery_mwh": 6.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-958DC1F7AF",
"grid_service_limit_mw": 10.81,
"gross_sqft": 1095648,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.749,
"nearby_nodes": 8,
"network_redundancy_score": 0.515,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 65... | [
{
"appointment_fill_pct": 71.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 78.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 0.44,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -444174,
"annualized_revenue_impact_usd": -641416,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 681968,
"expansion_capture_probability_post_event": 0.066,
"lease_rate_change_pct": -3.52,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.33
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.288,
"capital_availability": 0.387,
"demand_pressure": 0.237,
"entitlement_friction": 0.749,
"labor_shortage": 0.948,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107902",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:52:00Z",
"trace_id": "e9dfc274-21d2-4f20-89b4-c639e04193f5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.241,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.399,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.63,
"battery_mwh": 4.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 53,
"facility_id": "FAC-EFAF421C71",
"grid_service_limit_mw": 14.52,
"gross_sqft": 538856,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.29,
"nearby_nodes": 6,
"network_redundancy_score": 0.78,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 88,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 88.2,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.7,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 4.2,
"rent_growth_90d_pct": 5.35,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 40443,
"annualized_revenue_impact_usd": 57688,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 544714,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.9
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.76
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.358,
"demand_pressure": 0.771,
"entitlement_friction": 0.29,
"labor_shortage": 0.457,
"portfolio_tightness": 0.504,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107903",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "d50e245b-e3cb-4dec-81a0-4075433bff7d"
} | {
"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": 8.4,
"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": 0.142,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.229,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.61,
"battery_mwh": 10.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-96ACC82D3F",
"grid_service_limit_mw": 6.91,
"gross_sqft": 958583,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.747,
"nearby_nodes": 7,
"network_redundancy_score": 0.66,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 114... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.345
} | {
"annualized_noi_impact_usd": -190192,
"annualized_revenue_impact_usd": -262643,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 449757,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -2.25,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.17
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37
},
{
"action": "shift_overflow_to_satellite",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.547,
"demand_pressure": 0.595,
"entitlement_friction": 0.747,
"labor_shortage": 1,
"portfolio_tightness": 0.594,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107904",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:27:00Z",
"trace_id": "453755ef-7184-4a4a-9f89-4159ab3d3704"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.013,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.45,
"battery_mwh": 4.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-1B1B009777",
"grid_service_limit_mw": 10.67,
"gross_sqft": 272389,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.355,
"nearby_nodes": 3,
"network_redundancy_score": 0.454,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 4.71,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -29114,
"annualized_revenue_impact_usd": -46975,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 444728,
"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.08
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.523,
"demand_pressure": 0.562,
"entitlement_friction": 0.355,
"labor_shortage": 1,
"portfolio_tightness": 0.623,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107905",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:06:00Z",
"trace_id": "b4ca848e-8786-4efb-8950-f97d2af641dc"
} | {
"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",
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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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.262,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 0.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-8B6C2D4394",
"grid_service_limit_mw": 11.75,
"gross_sqft": 485760,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.594,
"nearby_nodes": 3,
"network_redundancy_score": 0.51,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate_pc... | {
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"anomaly_score": 0.805,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.455
... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.014,
"service_penalty_risk_usd":... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.19
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.354,
"demand_pressure": 0.694,
"entitlement_friction": 0.594,
"labor_shortage": 0.809,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-107906",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:20:00Z",
"trace_id": "96cd0af6-921c-46e2-910c-2d476bde422c"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"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": 0.024,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.473,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 2.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-1367673C4E",
"grid_service_limit_mw": 12.95,
"gross_sqft": 932103,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.305,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.163,
"nearby_nodes": 2,
"network_redundancy_score": 0.843,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 380112... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.234
... | {
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"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -0.81,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
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{
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"score": 30.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.89
},
{
"action": "activate_temp... | {
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"capital_availability": 0.305,
"demand_pressure": 0.415,
"entitlement_friction": 0.163,
"labor_shortage": 0.594,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-107907",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "dda69557-dde2-48ec-97bc-ee367159cbbd"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.256,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 4.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-723218E68B",
"grid_service_limit_mw": 15.39,
"gross_sqft": 903385,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.472,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.088,
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"nearby_nodes": 4,
"network_redundancy_score": 0.669,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.1,
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"dock_utilization_pct": 85,
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"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"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": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
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"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 28901,
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"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": -0.2,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.16
},
{
"action": "secure_pop_u... | {
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"demand_pressure": 0.617,
"entitlement_friction": 0.532,
"labor_shortage": 0.793,
"portfolio_tightness": 0.456,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107908",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:47:00Z",
"trace_id": "027a82ba-f330-4fef-9c5f-b668eadce16e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.085,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.489,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.43,
"battery_mwh": 6.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-902150164B",
"grid_service_limit_mw": 26.98,
"gross_sqft": 1353159,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.367,
"nearby_nodes": 6,
"network_redundancy_score": 0.761,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_r... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
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"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -232971,
"annualized_revenue_impact_usd": -316756,
"cap_rate_pressure_pct": -0.28,
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"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.44
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.864,
"capital_availability": 0.155,
"demand_pressure": 0.534,
"entitlement_friction": 0.367,
"labor_shortage": 1,
"portfolio_tightness": 0.414,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-107909",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:54:00Z",
"trace_id": "0dc786e4-545f-4425-bf2b-d76527ae9a34"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.169,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 6.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-3A468D49E6",
"grid_service_limit_mw": 17.27,
"gross_sqft": 1121698,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.697,
"nearby_nodes": 3,
"network_redundancy_score": 0.356,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 151... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 86.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": 17949,
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"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 36.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.97
},
{
"action": "rebalance... | {
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.706,
"entitlement_friction": 0.697,
"labor_shortage": 0.687,
"portfolio_tightness": 0.5,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-107910",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:43:00Z",
"trace_id": "7fb40cb5-46cc-4276-942c-f4b0866ce1a6"
} | {
"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",
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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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.4,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.61,
"battery_mwh": 2.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-F9C4A76A6B",
"grid_service_limit_mw": 21.35,
"gross_sqft": 1277929,
"infill_site": false,
"lease_expiry_months": 12,... | {
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"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.52,
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"entitlement_friction": 0.392,
"nearby_nodes": 6,
"network_redundancy_score": 0.509,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": 0.12,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.07
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.521,
"entitlement_friction": 0.392,
"labor_shortage": 0.76,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-107911",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "1ae2731d-f726-4318-a7fc-08f7f8333783"
} | {
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"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.353,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
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"grid_service_limit_mw": 19.97,
"gross_sqft": 1096393,
"infill_site": true,
"lease_expiry_months": 62,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.511,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 4.26,
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} | {
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"lease_rate_change_pct": 3.43,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 48.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.18
},
{
... | {
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"capital_availability": 0.136,
"demand_pressure": 0.741,
"entitlement_friction": 0.467,
"labor_shortage": 0.956,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-107912",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "be9157c6-2333-4110-af34-8da97a873fd3"
} | {
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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": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-921F59BC73",
"grid_service_limit_mw": 14.16,
"gross_sqft": 1183926,
"infill_site": true,
"lease_expiry_months": 31,
... | {
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"cluster_utilization_pct": 0.866,
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"nearby_nodes": 6,
"network_redundancy_score": 0.369,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 83.8,
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"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"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": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.197
} | {
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"annualized_revenue_impact_usd": -631471,
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"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -2.56,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.51
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.23
},
{
"action": "deploy_peak_shaving",
"reaso... | {
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"demand_pressure": 0.525,
"entitlement_friction": 0.68,
"labor_shortage": 0.746,
"portfolio_tightness": 0.574,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-107913",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:30:00Z",
"trace_id": "916d207d-5d79-4d00-b025-fed291fc4d60"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 1.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-D339F428E6",
"grid_service_limit_mw": 8.53,
"gross_sqft": 1229699,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.576,
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"entitlement_friction": 0.493,
"nearby_nodes": 2,
"network_redundancy_score": 0.714,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -291451,
"annualized_revenue_impact_usd": -471470,
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"decision_horizon_days": 60,
"estimated_capex_usd": 612276,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": -0.56,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.65
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.554,
"demand_pressure": 0.479,
"entitlement_friction": 0.493,
"labor_shortage": 0.684,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-107914",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:51:00Z",
"trace_id": "ca3f9ad5-d93e-423d-80e8-613330acaf5f"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.77,
"battery_mwh": 8.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-A301EA9C14",
"grid_service_limit_mw": 26.41,
"gross_sqft": 1181712,
"infill_site": true,
"lease_expiry_months": 8,
"occ... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.842,
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"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.418,
"nearby_nodes": 2,
"network_redundancy_score": 0.868,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 92.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.7,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 4.73,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.718
} | {
"annualized_noi_impact_usd": 219700,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.641,
"lease_rate_change_pct": 3.41,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.468,
"demand_pressure": 1,
"entitlement_friction": 0.418,
"labor_shortage": 0.718,
"portfolio_tightness": 0.568,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107915",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:33:00Z",
"trace_id": "06c42f9f-1012-40a1-8add-3ed3fda7ffb2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.242,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.29,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.4,
"battery_mwh": 6.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-279DC42B51",
"grid_service_limit_mw": 12.05,
"gross_sqft": 457397,
"infill_site": true,
"lease_expiry_months": 17,
"... | {
"capital_availability": 0.114,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.302,
"nearby_nodes": 8,
"network_redundancy_score": 0.705,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rate_... | {
"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": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -57034,
"annualized_revenue_impact_usd": -87141,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 658094,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -1.32,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.54
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.989,
"capital_availability": 0.114,
"demand_pressure": 0.537,
"entitlement_friction": 0.302,
"labor_shortage": 0.882,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107916",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "21702679-52c8-49f4-95db-ffec52cccdff"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"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": 0.121,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.302,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.53,
"battery_mwh": 10.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-C0C7BFC5C8",
"grid_service_limit_mw": 19.6,
"gross_sqft": 778191,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.716,
"nearby_nodes": 4,
"network_redundancy_score": 0.669,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.44,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
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"rent_growth_30d_pct": -1.09,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.272
} | {
"annualized_noi_impact_usd": -75605,
"annualized_revenue_impact_usd": -107618,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 505870,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.59
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.56
},
{
"action": "delay_spec_dev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.552,
"demand_pressure": 0.419,
"entitlement_friction": 0.716,
"labor_shortage": 0.583,
"portfolio_tightness": 0.324,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-107917",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "cc86b449-979d-42ed-82c2-f6ed3bd011a1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.204,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.058,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.35,
"battery_mwh": 4.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-28B7597657",
"grid_service_limit_mw": 8.74,
"gross_sqft": 790248,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0.328,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.855,
"nearby_nodes": 6,
"network_redundancy_score": 0.571,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.23,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": 46324,
"annualized_revenue_impact_usd": 70744,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 462973,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -0.22,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.89
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.808,
"capital_availability": 0.328,
"demand_pressure": 0.65,
"entitlement_friction": 0.855,
"labor_shortage": 0.687,
"portfolio_tightness": 0.571,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-107918",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:30:00Z",
"trace_id": "c359d01b-03a8-4e52-9bbf-f8d0e2047c2a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.383,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.69,
"battery_mwh": 1.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-11E78FF633",
"grid_service_limit_mw": 16.53,
"gross_sqft": 318266,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.333,
"nearby_nodes": 7,
"network_redundancy_score": 0.58,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1234124... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 34.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.569
... | {
"annualized_noi_impact_usd": 54579,
"annualized_revenue_impact_usd": 92798,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 378198,
"expansion_capture_probability_post_event": 0.556,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.57
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.326,
"capital_availability": 0.689,
"demand_pressure": 0.603,
"entitlement_friction": 0.333,
"labor_shortage": 0.635,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107919",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:23:00Z",
"trace_id": "b79bc6d8-f737-4d5e-a9ae-504033b99a21"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"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": 0.434,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.296,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.51,
"battery_mwh": 3.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-45D3C57FDB",
"grid_service_limit_mw": 11.61,
"gross_sqft": 952569,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.037,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.535,
"nearby_nodes": 8,
"network_redundancy_score": 0.842,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 101693,
"annualized_revenue_impact_usd": 156647,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 734046,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.11
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.754,
"capital_availability": 0.037,
"demand_pressure": 0.615,
"entitlement_friction": 0.535,
"labor_shortage": 0.919,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107920",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "1df874ab-1104-4215-9cbc-42604b88907d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.011,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.29,
"battery_mwh": 6.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-8FF1643308",
"grid_service_limit_mw": 20.07,
"gross_sqft": 788995,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.012,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.62,
"nearby_nodes": 7,
"network_redundancy_score": 0.584,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -142739,
"annualized_revenue_impact_usd": -194284,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 559634,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -2.79,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.01
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.733,
"capital_availability": 0.012,
"demand_pressure": 0.4,
"entitlement_friction": 0.62,
"labor_shortage": 1,
"portfolio_tightness": 0.5,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107921",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:50:00Z",
"trace_id": "1afbb151-453e-4eb8-b701-4c2f46657029"
} | {
"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": 8.9,
"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": 0.071,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.24,
"battery_mwh": 0.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-923F7C2BE0",
"grid_service_limit_mw": 13.46,
"gross_sqft": 439475,
"infill_site": true,
"lease_expiry_months": 62,
"occup... | {
"capital_availability": 0.024,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.467,
"nearby_nodes": 6,
"network_redundancy_score": 0.573,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -90910,
"annualized_revenue_impact_usd": -119098,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 641650,
"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -3.11,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.15
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.024,
"demand_pressure": 0.459,
"entitlement_friction": 0.467,
"labor_shortage": 0.859,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-107922",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "086a40fa-59c9-41c0-a67e-42e21ae8fb6f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.215,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.077,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.52,
"battery_mwh": 11.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-B27E5CC936",
"grid_service_limit_mw": 13.48,
"gross_sqft": 590727,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.779,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.645,
"nearby_nodes": 7,
"network_redundancy_score": 0.805,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 593... | [
{
"appointment_fill_pct": 74.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.2,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": -0.01,
"tenant_expansion_probability": 0.472
} | {
"annualized_noi_impact_usd": -17063,
"annualized_revenue_impact_usd": -29270,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 634612,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.92
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.46
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.201,
"capital_availability": 0.779,
"demand_pressure": 0.419,
"entitlement_friction": 0.645,
"labor_shortage": 0.491,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-107923",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:16:00Z",
"trace_id": "c002b365-7e4a-4870-bb5e-ca9b119632a9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.375,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.1,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.48,
"battery_mwh": 2.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-DBF0BE348B",
"grid_service_limit_mw": 11.72,
"gross_sqft": 363570,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.624,
"nearby_nodes": 5,
"network_redundancy_score": 0.841,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 88.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_press... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.626
} | {
"annualized_noi_impact_usd": 103527,
"annualized_revenue_impact_usd": 161292,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 442331,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 57.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.83
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.59,
"demand_pressure": 0.766,
"entitlement_friction": 0.624,
"labor_shortage": 0.873,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-107924",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:19:00Z",
"trace_id": "bb31cf1a-9abb-4395-b730-061ccb688fb6"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.243,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.42,
"battery_mwh": 4.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-190D0825D5",
"grid_service_limit_mw": 17.61,
"gross_sqft": 747370,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.547,
"nearby_nodes": 2,
"network_redundancy_score": 0.563,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 1.46,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": -33108,
"annualized_revenue_impact_usd": -48915,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 524732,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.764,
"capital_availability": 0.609,
"demand_pressure": 0.621,
"entitlement_friction": 0.547,
"labor_shortage": 0.998,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-107925",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:05:00Z",
"trace_id": "68f30fe2-6cd0-4601-9062-1df744d04cc2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.384,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.061,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.25,
"battery_mwh": 2.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-422BD76B18",
"grid_service_limit_mw": 24.42,
"gross_sqft": 937389,
"infill_site": true,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.575,
"nearby_nodes": 3,
"network_redundancy_score": 0.84,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": -22328,
"annualized_revenue_impact_usd": -29314,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 630389,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.29
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.659,
"demand_pressure": 0.616,
"entitlement_friction": 0.575,
"labor_shortage": 0.744,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-107926",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "190076d5-4097-4f29-a6e5-2788611c2e1a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.008,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.207,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.31,
"battery_mwh": 9.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-A972702630",
"grid_service_limit_mw": 6.59,
"gross_sqft": 718210,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.052,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.621,
"nearby_nodes": 3,
"network_redundancy_score": 0.769,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_pres... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.8,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.189
} | {
"annualized_noi_impact_usd": -154819,
"annualized_revenue_impact_usd": -253616,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 515841,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -3.05,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.53
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.052,
"demand_pressure": 0.597,
"entitlement_friction": 0.621,
"labor_shortage": 1,
"portfolio_tightness": 0.595,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107927",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:30:00Z",
"trace_id": "ceac9c0f-edbd-4476-8729-d1ea3f9372fe"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.371,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.31,
"battery_mwh": 12.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-0878C4CEA6",
"grid_service_limit_mw": 19.71,
"gross_sqft": 455761,
"infill_site": false,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.662,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.433,
"nearby_nodes": 8,
"network_redundancy_score": 0.326,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 680674... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.6,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 94600,
"annualized_revenue_impact_usd": 128509,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 323969,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.36
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.662,
"demand_pressure": 0.707,
"entitlement_friction": 0.433,
"labor_shortage": 0.722,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-107928",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:06:00Z",
"trace_id": "0271a712-da27-45b2-beda-d2ea79389d3c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.278,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.216,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.77,
"battery_mwh": 7.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-D09341C7FE",
"grid_service_limit_mw": 14.81,
"gross_sqft": 1294846,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.153,
"nearby_nodes": 3,
"network_redundancy_score": 0.571,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.2,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 5.47,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 169497,
"annualized_revenue_impact_usd": 249090,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 546899,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.36
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.77
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.34,
"capital_availability": 0.445,
"demand_pressure": 0.531,
"entitlement_friction": 0.153,
"labor_shortage": 1,
"portfolio_tightness": 0.465,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-107929",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:09:00Z",
"trace_id": "18306ff6-e85b-45e1-8466-c9cf3e2f5dfb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"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": 0.053,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.21,
"battery_mwh": 6.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-8EEAF4D8C8",
"grid_service_limit_mw": 16.24,
"gross_sqft": 1099957,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.7,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.613,
"nearby_nodes": 2,
"network_redundancy_score": 0.704,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 78.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -112121,
"annualized_revenue_impact_usd": -174002,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 788570,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -1.84,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.06
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.61
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.7,
"demand_pressure": 0.254,
"entitlement_friction": 0.613,
"labor_shortage": 0.74,
"portfolio_tightness": 0.5,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107930",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:37:00Z",
"trace_id": "5b1d21a1-d299-4acc-a2bb-7b39a4c5485b"
} | {
"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": 6.6,
"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": 0.151,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.6,
"battery_mwh": 6.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-8808FEC27B",
"grid_service_limit_mw": 13.48,
"gross_sqft": 1096651,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.832,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.506,
"nearby_nodes": 3,
"network_redundancy_score": 0.776,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 155026,... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 5.12,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 44973,
"annualized_revenue_impact_usd": 73146,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 525052,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.42
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.13
},
{
"action": "hold_service_levels_flat",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.832,
"demand_pressure": 0.435,
"entitlement_friction": 0.506,
"labor_shortage": 0.496,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-107931",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:55:00Z",
"trace_id": "02d38e34-0bae-410f-acad-253433ce15d0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.127,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 7.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-633A8F0C71",
"grid_service_limit_mw": 10.92,
"gross_sqft": 1030347,
"infill_site": false,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.145,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.699,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.579,
"nearby_nodes": 8,
"network_redundancy_score": 0.615,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 24... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": -320799,
"annualized_revenue_impact_usd": -414073,
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"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -0.57,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32
},
{
"action": "rebalance_carrier_mix",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.145,
"demand_pressure": 0.319,
"entitlement_friction": 0.579,
"labor_shortage": 0.805,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-107932",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "f7cb026b-ba8d-4ad0-80d1-4069230a0076"
} | {
"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",
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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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.148,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 3.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-2AB592FC85",
"grid_service_limit_mw": 18.74,
"gross_sqft": 388620,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.592,
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"nearby_nodes": 4,
"network_redundancy_score": 0.864,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1269457... | [
{
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"dock_utilization_pct": 82.7,
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"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.277
} | {
"annualized_noi_impact_usd": -33610,
"annualized_revenue_impact_usd": -55261,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.66
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.82
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.313,
"demand_pressure": 0.513,
"entitlement_friction": 0.558,
"labor_shortage": 0.662,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-107933",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:35:00Z",
"trace_id": "13b82c4d-a137-45ad-97eb-f8dc62276aff"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.046,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.77,
"battery_mwh": 5.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-6AF48C328C",
"grid_service_limit_mw": 18.26,
"gross_sqft": 576534,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.58,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.097,
"nearby_nodes": 7,
"network_redundancy_score": 0.773,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 764390,... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 79.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_pct": 7... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
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"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability": 0.207
} | {
"annualized_noi_impact_usd": -80974,
"annualized_revenue_impact_usd": -107856,
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"decision_horizon_days": 30,
"estimated_capex_usd": 533148,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.85
},
{
"action": "acti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.58,
"demand_pressure": 0.335,
"entitlement_friction": 0.097,
"labor_shortage": 0.818,
"portfolio_tightness": 0.378,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107934",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:59:00Z",
"trace_id": "8996c8e3-d46e-4dba-9909-b62884d9f292"
} | {
"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": "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": false,
"growth_rate": 0.413,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.8,
"battery_mwh": 1.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-495588AB02",
"grid_service_limit_mw": 23.51,
"gross_sqft": 1003583,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.934,
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"cross_node_rebalancing_capacity_pct": 0.084,
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"nearby_nodes": 4,
"network_redundancy_score": 0.836,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 200501... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.575
... | {
"annualized_noi_impact_usd": 67436,
"annualized_revenue_impact_usd": 107084,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 685869,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54.88
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.47
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.383,
"capital_availability": 0.621,
"demand_pressure": 0.65,
"entitlement_friction": 0.331,
"labor_shortage": 0.557,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-107935",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:09:00Z",
"trace_id": "b7549834-b025-4565-be13-d152ce345ea9"
} | {
"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": 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": 0.433,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 7.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-21AEF995EE",
"grid_service_limit_mw": 14.02,
"gross_sqft": 717019,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.648,
"nearby_nodes": 3,
"network_redundancy_score": 0.792,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 65023,
"annualized_revenue_impact_usd": 92136,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 541488,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.74
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.869,
"capital_availability": 0.219,
"demand_pressure": 0.733,
"entitlement_friction": 0.648,
"labor_shortage": 0.672,
"portfolio_tightness": 0.304,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-107936",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "c01ba067-9ca3-4a7d-95f5-c8900c900ed6"
} | {
"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": 7.8,
"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": 0.112,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.77,
"battery_mwh": 11.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-F10AB02D6D",
"grid_service_limit_mw": 18.31,
"gross_sqft": 1032119,
"infill_site": false,
"lease_expiry_months": 68... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.357,
"nearby_nodes": 7,
"network_redundancy_score": 0.645,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.2,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": -0.07,
"tenant_expansion_probability": 0.279
} | {
"annualized_noi_impact_usd": -147037,
"annualized_revenue_impact_usd": -194643,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 364487,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -2.04,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.94
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.808,
"capital_availability": 0.632,
"demand_pressure": 0.47,
"entitlement_friction": 0.357,
"labor_shortage": 0.814,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107937",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "d045d898-6346-471d-842f-9f3266154847"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.17,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.108,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.62,
"battery_mwh": 9.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-BBA52745EA",
"grid_service_limit_mw": 12.86,
"gross_sqft": 440352,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.722,
"nearby_nodes": 7,
"network_redundancy_score": 0.598,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -36010,
"annualized_revenue_impact_usd": -48856,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 494387,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -1.62,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.45
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.746,
"capital_availability": 0,
"demand_pressure": 0.584,
"entitlement_friction": 0.722,
"labor_shortage": 0.961,
"portfolio_tightness": 0.645,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-107938",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "668e17c2-f812-44e7-8f89-0b9bd4d7d6fa"
} | {
"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": "labor_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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.308,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.53,
"battery_mwh": 3.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-C8063B3C1A",
"grid_service_limit_mw": 11.61,
"gross_sqft": 1414123,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
"capital_availability": 0.07,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.87,
"nearby_nodes": 4,
"network_redundancy_score": 0.578,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 8033... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.8,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 116780,
"annualized_revenue_impact_usd": 189504,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 482777,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.71
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.07,
"demand_pressure": 0.589,
"entitlement_friction": 0.87,
"labor_shortage": 1,
"portfolio_tightness": 0.718,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107939",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "085de122-f5bf-4f99-a047-45513f14c8cf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.387,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.171,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 1.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-095F6EC98F",
"grid_service_limit_mw": 23.67,
"gross_sqft": 516485,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.315,
"nearby_nodes": 7,
"network_redundancy_score": 0.321,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 86.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 50532,
"annualized_revenue_impact_usd": 84477,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 376167,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.014,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.342,
"capital_availability": 0.585,
"demand_pressure": 0.677,
"entitlement_friction": 0.315,
"labor_shortage": 0.66,
"portfolio_tightness": 0.543,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-107940",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:30:00Z",
"trace_id": "ffd75d5f-c10b-4d10-a8b6-220e077bc9cd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.155,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 8.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-70E9649C9D",
"grid_service_limit_mw": 7.36,
"gross_sqft": 879032,
"infill_site": true,
"lease_expiry_months": 50,
"occup... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.755,
"nearby_nodes": 3,
"network_redundancy_score": 0.873,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 35.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.47... | {
"annualized_noi_impact_usd": 68513,
"annualized_revenue_impact_usd": 92294,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 575966,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.27
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.293,
"demand_pressure": 0.516,
"entitlement_friction": 0.755,
"labor_shortage": 0.876,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107941",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:40:00Z",
"trace_id": "ea4e543e-e344-4fe9-9c78-64fdcf958f19"
} | {
"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": 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": 0.278,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.097,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.31,
"battery_mwh": 10.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-E8F934068F",
"grid_service_limit_mw": 9.87,
"gross_sqft": 773478,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.239,
"nearby_nodes": 7,
"network_redundancy_score": 0.696,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.78,
"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": 3.95,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 166041,
"annualized_revenue_impact_usd": 274679,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 489017,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.26
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.288,
"demand_pressure": 0.603,
"entitlement_friction": 0.239,
"labor_shortage": 0.817,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-107942",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:06:00Z",
"trace_id": "03de1f4e-7f8e-4dc7-8c3c-c9fa27f62750"
} | {
"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": 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": false,
"growth_rate": 0.301,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.128,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.55,
"battery_mwh": 5.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-42F9798A2F",
"grid_service_limit_mw": 13.55,
"gross_sqft": 796844,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.642,
"nearby_nodes": 3,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": -0.7,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -8033,
"annualized_revenue_impact_usd": -13441,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 646236,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.75
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.514,
"capital_availability": 0.485,
"demand_pressure": 0.499,
"entitlement_friction": 0.642,
"labor_shortage": 0.774,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107943",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "8a04fea7-6d98-4917-afb2-b839cb1e77e9"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.089,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.65,
"battery_mwh": 2.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-4C170D5C7D",
"grid_service_limit_mw": 8.74,
"gross_sqft": 475489,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.703,
"nearby_nodes": 7,
"network_redundancy_score": 0.58,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 168428,
... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.1,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": 0.07,
"tenant_expansion_probability": 0.21
... | {
"annualized_noi_impact_usd": -157576,
"annualized_revenue_impact_usd": -213281,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 45,
"estimated_capex_usd": 699238,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -3.48,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.35
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.09
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0,
"demand_pressure": 0.297,
"entitlement_friction": 0.703,
"labor_shortage": 1,
"portfolio_tightness": 0.571,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-107944",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "c2444666-221c-4d12-af83-1ab4b2283df7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.197,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.21,
"battery_mwh": 4.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-E0E5D7FBF1",
"grid_service_limit_mw": 10.04,
"gross_sqft": 793371,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.82,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.334,
"nearby_nodes": 7,
"network_redundancy_score": 0.853,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3021... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 60,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.499
... | {
"annualized_noi_impact_usd": 224508,
"annualized_revenue_impact_usd": 309861,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 591411,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 2.67,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.03
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.94
},
{
"action": "defe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.82,
"demand_pressure": 0.463,
"entitlement_friction": 0.334,
"labor_shortage": 0.676,
"portfolio_tightness": 0.595,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-107945",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:13:00Z",
"trace_id": "a92cee17-a4b3-47ad-80d8-05fbfe26fb8a"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.094,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 12.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-27DBC73F50",
"grid_service_limit_mw": 13.62,
"gross_sqft": 1315839,
"infill_site": false,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.254,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.691,
"nearby_nodes": 8,
"network_redundancy_score": 0.52,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.01,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.737
} | {
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"annualized_revenue_impact_usd": 427652,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.682,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.037,
"service_penalty_risk_... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.44
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.72,
"entitlement_friction": 0.691,
"labor_shortage": 0.715,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107946",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:38:00Z",
"trace_id": "db15b489-b773-46b0-8d59-c608434d7fe4"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-73CF045F07",
"grid_service_limit_mw": 15.43,
"gross_sqft": 678363,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.912,
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"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.601,
"nearby_nodes": 4,
"network_redundancy_score": 0.435,
"portfolio_cluster": "chicago_joliet",
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... | [
{
"appointment_fill_pct": 83.8,
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"dock_utilization_pct": 79.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"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": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -20152,
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"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": -0.14,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.88
},
{
"action": "offer_preemptive_expansion_term_she... | {
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"capital_availability": 0.2,
"demand_pressure": 0.328,
"entitlement_friction": 0.601,
"labor_shortage": 0.836,
"portfolio_tightness": 0.435,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-107947",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "80200626-f854-4266-81a4-02c7ffe6503c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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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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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 12.01,
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"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-CCB4260AEB",
"grid_service_limit_mw": 19.61,
"gross_sqft": 542836,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.967,
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"entitlement_friction": 0.608,
"nearby_nodes": 6,
"network_redundancy_score": 0.763,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability"... | {
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"lease_rate_change_pct": 1.36,
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.5
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.134,
"demand_pressure": 0.772,
"entitlement_friction": 0.608,
"labor_shortage": 0.769,
"portfolio_tightness": 0.525,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-107948",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:31:00Z",
"trace_id": "be45b266-6ccd-4b9a-b987-caef3e475043"
} | {
"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": [
{
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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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 5.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-8FF4DAC9B2",
"grid_service_limit_mw": 10.24,
"gross_sqft": 949823,
"infill_site": false,
"lease_expiry_months": 37,
"... | {
"capital_availability": 0.656,
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"nearby_nodes": 5,
"network_redundancy_score": 0.479,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.85,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.428... | {
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"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": -0.14,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.01
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.656,
"demand_pressure": 0.569,
"entitlement_friction": 0.115,
"labor_shortage": 0.847,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-107949",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:34:00Z",
"trace_id": "ed15fdfc-f7e4-4d7c-84b5-7cbf1e2ca817"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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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": 0.194,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.78,
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-A745F16ACE",
"grid_service_limit_mw": 24.69,
"gross_sqft": 926992,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.749,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 153314... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -20331,
"annualized_revenue_impact_usd": -31484,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 560808,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.248,
"capital_availability": 0.586,
"demand_pressure": 0.603,
"entitlement_friction": 0.297,
"labor_shortage": 0.708,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107950",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "c4c19d84-7d21-4751-a6cb-75e2e45353e8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.448,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 7.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-A7E13B0113",
"grid_service_limit_mw": 16.22,
"gross_sqft": 588160,
"infill_site": false,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.072,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.575,
"nearby_nodes": 6,
"network_redundancy_score": 0.862,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.2,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.88,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
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"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.55,
"tenant_expansion_probability": 0.515
} | {
"annualized_noi_impact_usd": -11914,
"annualized_revenue_impact_usd": -16345,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 619245,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.92
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.883,
"capital_availability": 0.072,
"demand_pressure": 0.838,
"entitlement_friction": 0.575,
"labor_shortage": 0.846,
"portfolio_tightness": 0.348,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-107951",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:46:00Z",
"trace_id": "9b6551c5-7e9c-422d-b5e9-aeb874bbe36d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.256,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.64,
"battery_mwh": 3.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-1BE9BB719F",
"grid_service_limit_mw": 14.1,
"gross_sqft": 1156954,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.634,
"nearby_nodes": 3,
"network_redundancy_score": 0.738,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": 382245,
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"decision_horizon_days": 60,
"estimated_capex_usd": 654681,
"expansion_capture_probability_post_event": 0.669,
"lease_rate_change_pct": 3.92,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.75
},
{
"action": "deploy_peak_shaving",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.498,
"capital_availability": 0.675,
"demand_pressure": 0.678,
"entitlement_friction": 0.634,
"labor_shortage": 0.408,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-107952",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:57:00Z",
"trace_id": "65a889e9-aa69-4446-b29e-0e46dfb98c1e"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.368,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.117,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 6.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-EE62DBDE95",
"grid_service_limit_mw": 13.72,
"gross_sqft": 335327,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.246,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.813,
"nearby_nodes": 2,
"network_redundancy_score": 0.543,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 58.3,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.893,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": 3.42,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 33699,
"annualized_revenue_impact_usd": 57111,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.31
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.76,
"capital_availability": 0.246,
"demand_pressure": 0.921,
"entitlement_friction": 0.813,
"labor_shortage": 0.942,
"portfolio_tightness": 0.607,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107953",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:50:00Z",
"trace_id": "b682cc1c-9ff7-46b1-b19d-66226745dcc6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"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": -0.008,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.226,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 9.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-796435968A",
"grid_service_limit_mw": 21.56,
"gross_sqft": 1214336,
"infill_site": false,
"lease_expiry_months": 36,... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.473,
"nearby_nodes": 6,
"network_redundancy_score": 0.399,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 78.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 55,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_pct": 7... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -211002,
"annualized_revenue_impact_usd": -330034,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 629257,
"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -1.65,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.54
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.47
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.582,
"demand_pressure": 0.296,
"entitlement_friction": 0.473,
"labor_shortage": 0.769,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-107954",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "73a7397a-2374-4e48-928a-30898f72e672"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.43,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.293,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.51,
"battery_mwh": 2.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-42105D528B",
"grid_service_limit_mw": 11.01,
"gross_sqft": 1008601,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.669,
"nearby_nodes": 3,
"network_redundancy_score": 0.572,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3920... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.4,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": 522315,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 478027,
"expansion_capture_probability_post_event": 0.602,
"lease_rate_change_pct": 2.22,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.79
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.476,
"demand_pressure": 0.663,
"entitlement_friction": 0.669,
"labor_shortage": 0.859,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-107955",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "4c841f4b-a5d5-4e3b-8ac4-2fb95043fca8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.391,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 0.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-E80E2D77DF",
"grid_service_limit_mw": 8.23,
"gross_sqft": 831859,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.483,
"nearby_nodes": 4,
"network_redundancy_score": 0.877,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7913... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate_... | {
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"anomaly_score": 0.821,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.723
} | {
"annualized_noi_impact_usd": 184979,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.63,
"lease_rate_change_pct": 2.73,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
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{
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"score": 45.89
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.39
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.616,
"demand_pressure": 0.716,
"entitlement_friction": 0.483,
"labor_shortage": 1,
"portfolio_tightness": 0.724,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-107956",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:08:00Z",
"trace_id": "1abc5fd8-6c71-4bac-85eb-b8a76e11d9ff"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 2.41,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-9F4B9C71F8",
"grid_service_limit_mw": 24.32,
"gross_sqft": 282430,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.306,
"nearby_nodes": 5,
"network_redundancy_score": 0.783,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -12731,
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"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 0.49,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 32.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.61
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.161,
"demand_pressure": 0.602,
"entitlement_friction": 0.306,
"labor_shortage": 0.713,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-107957",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:43:00Z",
"trace_id": "7435dc21-7149-40fb-b778-59eb8bfa4a71"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"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": "standard",
"risk_of_churn": 0.144,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 12.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-D1D46CB28F",
"grid_service_limit_mw": 13.62,
"gross_sqft": 519010,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.571,
"nearby_nodes": 2,
"network_redundancy_score": 0.615,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57.8,
"dock_utilization_pct": 90.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 4.35,
"rent_growth_90d_pct": 5.91,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 257865,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 3.96,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.324,
"demand_pressure": 0.853,
"entitlement_friction": 0.571,
"labor_shortage": 0.964,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107958",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "ef59e3e2-d7a8-4c0c-8192-9368ded9e184"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.25,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 8.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-06B801FAF5",
"grid_service_limit_mw": 14.45,
"gross_sqft": 661298,
"infill_site": false,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.378,
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"entitlement_friction": 0.302,
"nearby_nodes": 8,
"network_redundancy_score": 0.784,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
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"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": 45880,
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"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.024,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 31.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.29
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.457,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107959",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:39:00Z",
"trace_id": "b8c828a4-c2c4-4610-b125-b2550dc248e6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.39,
"battery_mwh": 9.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-5E4DDA06DA",
"grid_service_limit_mw": 17.65,
"gross_sqft": 1036824,
"infill_site": false,
"lease_expiry_months": 60,... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.677,
"nearby_nodes": 6,
"network_redundancy_score": 0.413,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1346200... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 92220,
"annualized_revenue_impact_usd": 148736,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 686369,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.14
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.53
},
{
"action": "escalate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.392,
"demand_pressure": 0.608,
"entitlement_friction": 0.677,
"labor_shortage": 0.7,
"portfolio_tightness": 0.432,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-107960",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "f94d3458-c109-481c-9bdf-508b129c7a2f"
} | {
"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",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.75,
"battery_mwh": 0.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-6A9A763F8E",
"grid_service_limit_mw": 15.7,
"gross_sqft": 689292,
"infill_site": true,
"lease_expiry_months": 11,
"occupa... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.422,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 83.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"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... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -43025,
"annualized_revenue_impact_usd": -59703,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 586399,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -1.2,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.44
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.802,
"capital_availability": 0,
"demand_pressure": 0.523,
"entitlement_friction": 0.422,
"labor_shortage": 0.662,
"portfolio_tightness": 0.442,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-107961",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "aea753a8-b577-4b20-a3d0-91aaeb1398cd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.273,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.077,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 6.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-19A1C2AC3C",
"grid_service_limit_mw": 17.67,
"gross_sqft": 926369,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.249,
"nearby_nodes": 5,
"network_redundancy_score": 0.374,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.463
} | {
"annualized_noi_impact_usd": -28223,
"annualized_revenue_impact_usd": -43932,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 421609,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.36
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.139,
"demand_pressure": 0.698,
"entitlement_friction": 0.249,
"labor_shortage": 0.737,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-107962",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:44:00Z",
"trace_id": "ecfc29eb-4841-40b4-8fea-b85fcc5ace31"
} | {
"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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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.061,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.34,
"battery_mwh": 4.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-5CC46B205D",
"grid_service_limit_mw": 11.31,
"gross_sqft": 885582,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.257,
"nearby_nodes": 3,
"network_redundancy_score": 0.525,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 366... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fi... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -44335,
"annualized_revenue_impact_usd": -75135,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 454744,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -1.2,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.39
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.42
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.622,
"demand_pressure": 0.554,
"entitlement_friction": 0.257,
"labor_shortage": 0.599,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107963",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "35ca9c41-afa1-4aac-99d1-509a718ec85f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"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": 0.301,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.19,
"battery_mwh": 2.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-41C84C85A0",
"grid_service_limit_mw": 24.24,
"gross_sqft": 1215438,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.808,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.384,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.68,
"nearby_nodes": 7,
"network_redundancy_score": 0.582,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.54,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 5.11,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 361737,
"annualized_revenue_impact_usd": 523930,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 420492,
"expansion_capture_probability_post_event": 0.652,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.046,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.52
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.7
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.808,
"demand_pressure": 0.842,
"entitlement_friction": 0.68,
"labor_shortage": 0.448,
"portfolio_tightness": 0.567,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-107964",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "4daf9ef9-bea4-4c39-bc6b-d21859640da1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.073,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.178,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.39,
"battery_mwh": 10.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-169CF858A8",
"grid_service_limit_mw": 18.14,
"gross_sqft": 640140,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.484,
"nearby_nodes": 4,
"network_redundancy_score": 0.568,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1089287... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -32226,
"annualized_revenue_impact_usd": -43707,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 536590,
"expansion_capture_probability_post_event": 0.165,
"lease_rate_change_pct": -0.44,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.27
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.177,
"demand_pressure": 0.443,
"entitlement_friction": 0.484,
"labor_shortage": 0.719,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-107965",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "96e3b719-57ee-4726-a6d1-a91e360917bc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.147,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.105,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.75,
"battery_mwh": 3.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-46C2EB3DEF",
"grid_service_limit_mw": 17.52,
"gross_sqft": 1250263,
"infill_site": false,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.113,
"nearby_nodes": 8,
"network_redundancy_score": 0.536,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 686195... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -53779,
"annualized_revenue_impact_usd": -90750,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 721464,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": -0.7,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.93
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.83
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.343,
"demand_pressure": 0.433,
"entitlement_friction": 0.113,
"labor_shortage": 0.671,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107966",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:29:00Z",
"trace_id": "2099acb8-0f56-4c9f-9533-4145d0551f99"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.331,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.151,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.32,
"battery_mwh": 2.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-4E9D731987",
"grid_service_limit_mw": 14.31,
"gross_sqft": 1059857,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.27,
"nearby_nodes": 7,
"network_redundancy_score": 0.417,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1313078... | [
{
"appointment_fill_pct": 91.1,
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"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.9,
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"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 5.63,
"tenant_expansion_probability": 0.608
} | {
"annualized_noi_impact_usd": 131400,
"annualized_revenue_impact_usd": 222421,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.535,
"lease_rate_change_pct": 2.97,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 55.85
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.86
},
{
"action": "l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.156,
"capital_availability": 0.318,
"demand_pressure": 0.688,
"entitlement_friction": 0.27,
"labor_shortage": 0.974,
"portfolio_tightness": 0.429,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107967",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:16:00Z",
"trace_id": "af950675-d142-4ee9-a2c8-8ee9f6379b2a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.264,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 0.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-111A6298FF",
"grid_service_limit_mw": 13.88,
"gross_sqft": 845152,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.296,
"nearby_nodes": 2,
"network_redundancy_score": 0.563,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.8,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 5.04,
"rent_growth_90d_pct": 7.18,
"tenant_expansion_probability": 0.672
} | {
"annualized_noi_impact_usd": 431354,
"annualized_revenue_impact_usd": 582185,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.653,
"lease_rate_change_pct": 5.33,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.89
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.664,
"capital_availability": 0.31,
"demand_pressure": 0.744,
"entitlement_friction": 0.296,
"labor_shortage": 0.716,
"portfolio_tightness": 0.638,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-107968",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:44:00Z",
"trace_id": "b1bdec8c-13f6-4ef2-9a1b-6d2e78039492"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.096,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.44,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 4.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-C3BE81EB46",
"grid_service_limit_mw": 7.69,
"gross_sqft": 349874,
"infill_site": true,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.409,
"nearby_nodes": 6,
"network_redundancy_score": 0.699,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 26... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.884,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.244
} | {
"annualized_noi_impact_usd": -151666,
"annualized_revenue_impact_usd": -228592,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 743920,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -2.32,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.85
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.192,
"demand_pressure": 0.475,
"entitlement_friction": 0.409,
"labor_shortage": 0.931,
"portfolio_tightness": 0.715,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-107969",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "e0e09964-f10a-4593-a595-6cb1397c0439"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.222,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.142,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 3.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-4F8174EA96",
"grid_service_limit_mw": 14.01,
"gross_sqft": 643609,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.687,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.518,
"nearby_nodes": 3,
"network_redundancy_score": 0.676,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": -1277,
"annualized_revenue_impact_usd": -2023,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 538923,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.85
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.353,
"demand_pressure": 0.526,
"entitlement_friction": 0.518,
"labor_shortage": 0.791,
"portfolio_tightness": 0.635,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107970",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:09:00Z",
"trace_id": "f81b1fda-1f00-44fb-abf4-27a81c2a8dd6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.224,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.261,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.4,
"battery_mwh": 7.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-206FB3343B",
"grid_service_limit_mw": 16.9,
"gross_sqft": 1147471,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.132,
"nearby_nodes": 6,
"network_redundancy_score": 0.633,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -19342,
"annualized_revenue_impact_usd": -25139,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 392905,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.25
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.785,
"capital_availability": 0.385,
"demand_pressure": 0.493,
"entitlement_friction": 0.132,
"labor_shortage": 0.819,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-107971",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "00f3c481-5757-41f1-ab92-1fee44518658"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.262,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.188,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 1.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-D4B79DB97D",
"grid_service_limit_mw": 27.78,
"gross_sqft": 1399188,
"infill_site": true,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.114,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.553,
"nearby_nodes": 6,
"network_redundancy_score": 0.765,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.472
} | {
"annualized_noi_impact_usd": 62936,
"annualized_revenue_impact_usd": 103377,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 372270,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.07
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.777,
"capital_availability": 0.114,
"demand_pressure": 0.612,
"entitlement_friction": 0.553,
"labor_shortage": 0.88,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107972",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:30:00Z",
"trace_id": "e85411bf-b366-4bb3-82d7-4d15eb3b58cd"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.015,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.146,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.37,
"battery_mwh": 11.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-193A92D10A",
"grid_service_limit_mw": 10.74,
"gross_sqft": 686920,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.214,
"nearby_nodes": 3,
"network_redundancy_score": 0.47,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -64578,
"annualized_revenue_impact_usd": -100058,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 365860,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -1.99,
"occupancy_shift": 0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.77
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.659,
"capital_availability": 0.431,
"demand_pressure": 0.632,
"entitlement_friction": 0.214,
"labor_shortage": 0.543,
"portfolio_tightness": 0.31,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107973",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:27:00Z",
"trace_id": "5927aeef-12ab-46f2-aa18-4b23cd9da996"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.119,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.38,
"battery_mwh": 5.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-121686A14C",
"grid_service_limit_mw": 21.85,
"gross_sqft": 1295188,
"infill_site": true,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.321,
"nearby_nodes": 6,
"network_redundancy_score": 0.852,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.5,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_ra... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.5,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": 2150,
"annualized_revenue_impact_usd": 3065,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 521111,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.018,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.91
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 26.6
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.2,
"demand_pressure": 0.662,
"entitlement_friction": 0.321,
"labor_shortage": 0.442,
"portfolio_tightness": 0.443,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107974",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:13:00Z",
"trace_id": "4153e71b-f126-4de3-a2ab-cdb288bd48cd"
} | {
"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": 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": 0.135,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.445,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.8,
"battery_mwh": 2.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-E4BCD58AD8",
"grid_service_limit_mw": 21.02,
"gross_sqft": 1331882,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.698,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.693,
"nearby_nodes": 3,
"network_redundancy_score": 0.587,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1351267... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 80,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability": 0.281... | {
"annualized_noi_impact_usd": -254547,
"annualized_revenue_impact_usd": -375035,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 629835,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -2.43,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.23
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.472,
"capital_availability": 0.698,
"demand_pressure": 0.352,
"entitlement_friction": 0.693,
"labor_shortage": 0.721,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-107975",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "61a400b8-95fc-472d-811c-1563b47506bd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.332,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.426,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 2.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-F57A4879AA",
"grid_service_limit_mw": 19.03,
"gross_sqft": 662709,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.188,
"nearby_nodes": 6,
"network_redundancy_score": 0.689,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rate_pc... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability": 0.532
... | {
"annualized_noi_impact_usd": 58334,
"annualized_revenue_impact_usd": 78860,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 401433,
"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0.592,
"demand_pressure": 0.703,
"entitlement_friction": 0.188,
"labor_shortage": 0.796,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-107976",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:37:00Z",
"trace_id": "719222bd-1863-4f88-9b1a-34cc66697c1f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.037,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.234,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 5.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-DCDF59FD62",
"grid_service_limit_mw": 8.14,
"gross_sqft": 981799,
"infill_site": true,
"lease_expiry_months": 10,
"occupan... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.261,
"nearby_nodes": 6,
"network_redundancy_score": 0.536,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 72.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -521422,
"annualized_revenue_impact_usd": -698222,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 652142,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -2.37,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.12
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.45
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.566,
"demand_pressure": 0.275,
"entitlement_friction": 0.261,
"labor_shortage": 1,
"portfolio_tightness": 0.654,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107977",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:26:00Z",
"trace_id": "75d91fa4-45e1-4450-addf-a02f39b17b2c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.221,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.169,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.18,
"battery_mwh": 3.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-F04AD0D0F9",
"grid_service_limit_mw": 8.87,
"gross_sqft": 513863,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.568,
"nearby_nodes": 2,
"network_redundancy_score": 0.601,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14612... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.2,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": 10675,
"annualized_revenue_impact_usd": 16789,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 546020,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.64
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.4,
"demand_pressure": 0.677,
"entitlement_friction": 0.568,
"labor_shortage": 0.787,
"portfolio_tightness": 0.612,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107978",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:16:00Z",
"trace_id": "9e6c6a77-8e43-43a1-8ac7-6ace63872d33"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.093,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.094,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.22,
"battery_mwh": 0.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-25CF6052A5",
"grid_service_limit_mw": 14.67,
"gross_sqft": 323685,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.371,
"nearby_nodes": 5,
"network_redundancy_score": 0.419,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -46959,
"annualized_revenue_impact_usd": -77041,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 497435,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.38
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.42,
"capital_availability": 0.104,
"demand_pressure": 0.525,
"entitlement_friction": 0.371,
"labor_shortage": 0.906,
"portfolio_tightness": 0.587,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107979",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "9ef1549b-f209-47b5-b5db-2c0941d00a0e"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.428,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 2.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-E1BDF573A0",
"grid_service_limit_mw": 14.37,
"gross_sqft": 1340030,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.198,
"nearby_nodes": 6,
"network_redundancy_score": 0.728,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 24... | [
{
"appointment_fill_pct": 96.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 90.9,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 233011,
"annualized_revenue_impact_usd": 339712,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 473185,
"expansion_capture_probability_post_event": 0.579,
"lease_rate_change_pct": 2.86,
"occupancy_shift": 0.021,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.64
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.573,
"demand_pressure": 0.925,
"entitlement_friction": 0.198,
"labor_shortage": 0.676,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-107980",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:20:00Z",
"trace_id": "d5d44de1-1ec7-45af-a639-b0e1f022d433"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"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": 0.352,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.363,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.44,
"battery_mwh": 3.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-69A4EA25FB",
"grid_service_limit_mw": 15.77,
"gross_sqft": 485720,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.542,
"nearby_nodes": 2,
"network_redundancy_score": 0.628,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 168075... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 86.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.674
} | {
"annualized_noi_impact_usd": 86186,
"annualized_revenue_impact_usd": 117943,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 347814,
"expansion_capture_probability_post_event": 0.651,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.02
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.499,
"demand_pressure": 0.704,
"entitlement_friction": 0.542,
"labor_shortage": 0.585,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107981",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "cc8fa8a4-31d2-4eff-99ef-a298d936ab31"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.378,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.089,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.31,
"battery_mwh": 2.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-294814E09D",
"grid_service_limit_mw": 14.58,
"gross_sqft": 910608,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.282,
"nearby_nodes": 4,
"network_redundancy_score": 0.745,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 0.11,
"tenant_expansion_probability": 0.573
} | {
"annualized_noi_impact_usd": 50686,
"annualized_revenue_impact_usd": 82378,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 523016,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.62
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.418,
"demand_pressure": 0.591,
"entitlement_friction": 0.282,
"labor_shortage": 0.958,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-107982",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:19:00Z",
"trace_id": "3cb5c9ba-6842-4310-91cf-f60a26f185ba"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.185,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.8,
"battery_mwh": 0.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-C43FC23A68",
"grid_service_limit_mw": 20.65,
"gross_sqft": 1202069,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.071,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.64,
"nearby_nodes": 3,
"network_redundancy_score": 0.631,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -38774,
"annualized_revenue_impact_usd": -60986,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 504653,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.15
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.535,
"capital_availability": 0.071,
"demand_pressure": 0.594,
"entitlement_friction": 0.64,
"labor_shortage": 0.772,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-107983",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:57:00Z",
"trace_id": "809a572c-1d6b-447c-8ee2-b32299f78967"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.34,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.111,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.54,
"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-44A2572FD5",
"grid_service_limit_mw": 14.21,
"gross_sqft": 1150985,
"infill_site": false,
"lease_expiry_months": 41,... | {
"capital_availability": 0.17,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.2,
"nearby_nodes": 4,
"network_redundancy_score": 0.859,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.498
} | {
"annualized_noi_impact_usd": 24586,
"annualized_revenue_impact_usd": 39316,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 544676,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.03
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.54
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.851,
"capital_availability": 0.17,
"demand_pressure": 0.619,
"entitlement_friction": 0.2,
"labor_shortage": 0.816,
"portfolio_tightness": 0.481,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107984",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:09:00Z",
"trace_id": "646d54d7-7db8-4e04-b24f-d6c80da1c07d"
} | {
"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": 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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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.221,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.79,
"battery_mwh": 2.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-173AF00BBD",
"grid_service_limit_mw": 21.09,
"gross_sqft": 1311143,
"infill_site": false,
"lease_expiry_months": 38,... | {
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"entitlement_friction": 0.279,
"nearby_nodes": 3,
"network_redundancy_score": 0.495,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 907756,... | [
{
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"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"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... | {
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"rent_growth_90d_pct": 3.77,
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} | {
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"estimated_capex_usd": 414141,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.14
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.689,
"entitlement_friction": 0.279,
"labor_shortage": 0.631,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-107985",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:22:00Z",
"trace_id": "a8995b0d-af01-45be-b422-f2a70645d424"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"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": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.401,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.32,
"battery_mwh": 8.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-B991B1D498",
"grid_service_limit_mw": 22.4,
"gross_sqft": 724726,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
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"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.703,
"nearby_nodes": 5,
"network_redundancy_score": 0.841,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 79.1,
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"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
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"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.361
} | {
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"annualized_revenue_impact_usd": -89384,
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"lease_rate_change_pct": -2.11,
"occupancy_shift": 0.002,
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"alternative_actions": [
{
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"score": 26.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.48
},
{
"action": "lock_power_capacity_reservation"... | {
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"entitlement_friction": 0.703,
"labor_shortage": 0.568,
"portfolio_tightness": 0.462,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107986",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:45:00Z",
"trace_id": "e05dbf28-1333-467e-bf5c-c5f0947af303"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 4.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-055EC83C74",
"grid_service_limit_mw": 21.71,
"gross_sqft": 833678,
"infill_site": false,
"lease_expiry_months": 49,
"occu... | {
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"entitlement_friction": 0.482,
"nearby_nodes": 8,
"network_redundancy_score": 0.729,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 3.74,
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} | {
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"lease_rate_change_pct": 2.91,
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"service_penalty_risk_us... | {
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{
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"score": 42.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.28
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.067,
"demand_pressure": 0.721,
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"labor_shortage": 0.603,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-107987",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:56:00Z",
"trace_id": "c2ce225d-9cb8-464b-ba62-a7c013634699"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-B7A3FC0B6A",
"grid_service_limit_mw": 14.26,
"gross_sqft": 830298,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.831,
"portfolio_cluster": "chicago_joliet",
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... | [
{
"appointment_fill_pct": 86.9,
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"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.58,
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} | {
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"annualized_revenue_impact_usd": 41825,
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"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
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"score": 35.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.013,
"demand_pressure": 0.684,
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"labor_shortage": 0.591,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-107988",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:20:00Z",
"trace_id": "7d3cb0be-1ca5-48ad-a0f6-6fab2ba5b9d9"
} | {
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"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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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": 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,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 3.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-25C0A722BB",
"grid_service_limit_mw": 13.78,
"gross_sqft": 1188516,
"infill_site": true,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.057,
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"nearby_nodes": 6,
"network_redundancy_score": 0.567,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 159409... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 1.9,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.869,
"rent_growth_30d_pct": -0.26,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.86
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.617,
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"entitlement_friction": 0.296,
"labor_shortage": 0.788,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107989",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:18:00Z",
"trace_id": "b5e67548-95f6-4a63-99e3-f80dda6ba088"
} | {
"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": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.294,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.23,
"battery_mwh": 0.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-F5AA1D1E55",
"grid_service_limit_mw": 24.36,
"gross_sqft": 1128415,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.658,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.744,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.264,
"nearby_nodes": 6,
"network_redundancy_score": 0.622,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.444
} | {
"annualized_noi_impact_usd": -131605,
"annualized_revenue_impact_usd": -171205,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 616891,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": -0.68,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.1
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.79
},
{
"action": "shift_overflow_to_... | {
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"demand_pressure": 0.461,
"entitlement_friction": 0.264,
"labor_shortage": 0.789,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-107990",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:19:00Z",
"trace_id": "53d2d4a9-8d5f-4025-9362-3dd3a7e9ad93"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.28,
"battery_mwh": 9.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-6A501EBD03",
"grid_service_limit_mw": 17.63,
"gross_sqft": 483532,
"infill_site": true,
"lease_expiry_months": 62,
"occu... | {
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"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.363,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.588,
"nearby_nodes": 5,
"network_redundancy_score": 0.79,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 51... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 34.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
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{
"action": "activate_temp_labor",
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"score": 49.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.62
},
{
"action": "hold_service_levels_flat",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.579,
"entitlement_friction": 0.588,
"labor_shortage": 0.893,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-107991",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:35:00Z",
"trace_id": "69c29b26-7b84-470b-816b-d53a5ff39161"
} | {
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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"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 2.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-AF7E94AAC3",
"grid_service_limit_mw": 16.86,
"gross_sqft": 593255,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.753,
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"nearby_nodes": 7,
"network_redundancy_score": 0.617,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.4,
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"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_r... | {
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"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": -0.17,
"tenant_expansion_probability": 0.236
} | {
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"annualized_revenue_impact_usd": -95358,
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"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -2.89,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.43
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.415,
"entitlement_friction": 0.77,
"labor_shortage": 0.707,
"portfolio_tightness": 0.504,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107992",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:06:00Z",
"trace_id": "6181a111-6e0a-4c95-a49b-3cae58d56652"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 2.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-436D5148AC",
"grid_service_limit_mw": 16.76,
"gross_sqft": 389433,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.399,
"cluster_utilization_pct": 0.862,
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"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.52,
"nearby_nodes": 5,
"network_redundancy_score": 0.32,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 78.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.967,
"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 6.03,
"tenant_expansion_probability": 0.699... | {
"annualized_noi_impact_usd": 91536,
"annualized_revenue_impact_usd": 136747,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.652,
"lease_rate_change_pct": 4.53,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.66
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.44
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.399,
"demand_pressure": 0.552,
"entitlement_friction": 0.52,
"labor_shortage": 0.481,
"portfolio_tightness": 0.523,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107993",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:07:00Z",
"trace_id": "2b0d13d6-4add-4102-a522-9aa71cf66d5b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.341,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 4.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-5E3650A2C9",
"grid_service_limit_mw": 20.1,
"gross_sqft": 612954,
"infill_site": true,
"lease_expiry_months": 61,
"occup... | {
"capital_availability": 0.31,
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"nearby_nodes": 5,
"network_redundancy_score": 0.867,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
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"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.485
... | {
"annualized_noi_impact_usd": 27972,
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"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.27
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.15
},
{
"action": "lock_power_capacity... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.132,
"capital_availability": 0.31,
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"labor_shortage": 0.848,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107994",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "5cea0441-6e5a-43e4-b763-3492d8a8f21e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.074,
"seasonality": 0.74,
"service... | {
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"gross_sqft": 915509,
"infill_site": false,
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"o... | {
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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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},
{
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"score": 29.86
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{
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107995",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:16:00Z",
"trace_id": "0da6a57b-ccb6-41f6-984f-a1e794da2358"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
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"service_level... | {
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"gross_sqft": 676958,
"infill_site": false,
"lease_expiry_months": 36,
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"network_redundancy_score": 0.872,
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{
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"reefer_temp_delta_c": 0.85,
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} | {
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},
{
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"score": 34.76
},
{
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"... |
1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "a484fe03-7cf2-43e2-90ce-2656402e224e"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{... | {
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"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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},
{
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"reason": "labor_gap_mitigation",
"score": 38.74
},
{
"action": "rebalance_carri... | {
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1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "e0340a83-0343-4260-9186-ce8c3b1c7a11"
} | {
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"port_proximity_km": 95,
"region": "west_coast_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-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"
}
} | {
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"service_level_target... | {
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"gross_sqft": 1196667,
"infill_site": false,
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"oc... | {
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{
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"event_name": "ORDER_CUTOFF_TIGHTENING",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
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"confidence_band": "very_high",
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} | {
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"lease_rate_change_pct": 2.88,
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{
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.43
},
{
"action": "secure_pop_u... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "d2900d1f-0977-4254-9cc1-9c3d55bda20d"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.174,
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"service... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-331D2E54C4",
"grid_service_limit_mw": 12.92,
"gross_sqft": 837050,
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... | {
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"network_redundancy_score": 0.822,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
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"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.375... | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 34.72
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.928,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-107999",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "f3584e24-ff6c-44d0-bf07-9b26e2843e75"
} | {
"airport_proximity_km": 53,
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.385,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.76,
"battery_mwh": 0.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-A259705E92",
"grid_service_limit_mw": 10.91,
"gross_sqft": 1072762,
"infill_site": false,
"lease_expiry_months": 62,
"o... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.239,
"nearby_nodes": 2,
"network_redundancy_score": 0.321,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 0.03,
"tenant_expansion_probability": 0.305
... | {
"annualized_noi_impact_usd": -356534,
"annualized_revenue_impact_usd": -486730,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 459222,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -1.96,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.66
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.106,
"demand_pressure": 0.386,
"entitlement_friction": 0.239,
"labor_shortage": 0.776,
"portfolio_tightness": 0.577,
... |
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