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": 0.853,
"id": "FORGE-103800",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:06:00Z",
"trace_id": "488fedb7-448e-48e1-ac2a-7df99a9aafd8"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.226,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.74,
"battery_mwh": 6.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-093D11B350",
"grid_service_limit_mw": 10.61,
"gross_sqft": 576147,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.705,
"nearby_nodes": 5,
"network_redundancy_score": 0.879,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": -61239,
"annualized_revenue_impact_usd": -84753,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 515351,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 0.13,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.05
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.399,
"capital_availability": 0.613,
"demand_pressure": 0.587,
"entitlement_friction": 0.705,
"labor_shortage": 0.942,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103801",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:14:00Z",
"trace_id": "fba666df-9f8d-4fc1-bb9e-4350ae4a21fb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.67,
"battery_mwh": 11.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-6A648559CC",
"grid_service_limit_mw": 11.71,
"gross_sqft": 1030982,
"infill_site": true,
"lease_expiry_months": 69,... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.504,
"nearby_nodes": 5,
"network_redundancy_score": 0.429,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 176... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": -35930,
"annualized_revenue_impact_usd": -50875,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 544922,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.15
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0.561,
"demand_pressure": 0.58,
"entitlement_friction": 0.504,
"labor_shortage": 0.771,
"portfolio_tightness": 0.613,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103802",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "2ec16c4d-e332-42bb-8367-f54d1bbae22b"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.221,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.134,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.79,
"battery_mwh": 1.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-4185C9B2D8",
"grid_service_limit_mw": 19.05,
"gross_sqft": 920333,
"infill_site": false,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.698,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.415,
"nearby_nodes": 3,
"network_redundancy_score": 0.627,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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",
"forecas... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -36486,
"annualized_revenue_impact_usd": -50349,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 702200,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.56
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.36
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.698,
"demand_pressure": 0.693,
"entitlement_friction": 0.415,
"labor_shortage": 0.732,
"portfolio_tightness": 0.302,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103803",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:46:00Z",
"trace_id": "da0f6beb-fbc8-4cbe-9b2c-e789339b7d86"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.215,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.69,
"battery_mwh": 11.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-9AE3ED2CD0",
"grid_service_limit_mw": 17.66,
"gross_sqft": 554692,
"infill_site": false,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.207,
"nearby_nodes": 2,
"network_redundancy_score": 0.569,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 65... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 82.4,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": -0.29,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -124584,
"annualized_revenue_impact_usd": -190535,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 490382,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -3.06,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.44
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.28,
"capital_availability": 0.562,
"demand_pressure": 0.491,
"entitlement_friction": 0.207,
"labor_shortage": 0.663,
"portfolio_tightness": 0.408,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103804",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "cfaa5655-75bc-4ddc-beaa-40eae863421d"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.145,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.208,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.4,
"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-F51E39FFAF",
"grid_service_limit_mw": 17.9,
"gross_sqft": 938771,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.419,
"nearby_nodes": 6,
"network_redundancy_score": 0.682,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 82.9,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": -104998,
"annualized_revenue_impact_usd": -138744,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 598786,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -1.91,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.86
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.416,
"demand_pressure": 0.503,
"entitlement_friction": 0.419,
"labor_shortage": 1,
"portfolio_tightness": 0.473,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103805",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:27:00Z",
"trace_id": "7a8be256-84b9-4b8d-a299-c92c544506f8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.406,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.41,
"battery_mwh": 4.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-CF22B3224C",
"grid_service_limit_mw": 9.48,
"gross_sqft": 402291,
"infill_site": true,
"lease_expiry_months": 30,
"occup... | {
"capital_availability": 0.697,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.727,
"nearby_nodes": 6,
"network_redundancy_score": 0.828,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 88,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.687
} | {
"annualized_noi_impact_usd": 75310,
"annualized_revenue_impact_usd": 123362,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 488704,
"expansion_capture_probability_post_event": 0.587,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.697,
"demand_pressure": 0.704,
"entitlement_friction": 0.727,
"labor_shortage": 0.77,
"portfolio_tightness": 0.719,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103806",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:17:00Z",
"trace_id": "093ae05f-218a-4cb9-9fa1-9d9224139e33"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": -0.02,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.079,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.21,
"battery_mwh": 3.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-DDB13C46BC",
"grid_service_limit_mw": 13.92,
"gross_sqft": 726119,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.901,
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"entitlement_friction": 0.299,
"nearby_nodes": 7,
"network_redundancy_score": 0.607,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 724973,
... | [
{
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"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.302
} | {
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"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.036,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.99
},
{
"action": "rebal... | {
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"capital_availability": 0.901,
"demand_pressure": 0.624,
"entitlement_friction": 0.299,
"labor_shortage": 0.728,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-103807",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "6df6da26-f189-441e-876d-0fb3d85588c2"
} | {
"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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{
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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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 6.13,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-28B16F3AF4",
"grid_service_limit_mw": 24.64,
"gross_sqft": 388341,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.081,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.159,
"nearby_nodes": 3,
"network_redundancy_score": 0.559,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 625267... | [
{
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"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.8,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": -47722,
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"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": -0.78,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.54
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.12
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.081,
"demand_pressure": 0.565,
"entitlement_friction": 0.159,
"labor_shortage": 0.864,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-103808",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:59:00Z",
"trace_id": "8a78a9c5-742b-44a6-afe2-7ee6b66e4f85"
} | {
"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": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.04,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.68,
"battery_mwh": 5.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-AB11A9B6AB",
"grid_service_limit_mw": 22.14,
"gross_sqft": 1205490,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.114,
"nearby_nodes": 6,
"network_redundancy_score": 0.655,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 281642... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 78.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.57,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -287794,
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"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -1.86,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.06
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.448,
"demand_pressure": 0.279,
"entitlement_friction": 0.114,
"labor_shortage": 0.793,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103809",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "c8d57143-03be-422a-b0b1-723b793ba46a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.085,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.62,
"battery_mwh": 3.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-54DFEF3B5E",
"grid_service_limit_mw": 19.23,
"gross_sqft": 849888,
"infill_site": true,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.022,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.687,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.388,
"nearby_nodes": 3,
"network_redundancy_score": 0.625,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 88.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 5.93,
"tenant_expansion_probability": 0.635
} | {
"annualized_noi_impact_usd": 130741,
"annualized_revenue_impact_usd": 194578,
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"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 4.38,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.022,
"demand_pressure": 0.789,
"entitlement_friction": 0.388,
"labor_shortage": 0.773,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103810",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "56cdcf2b-b15a-4c30-ac08-3b586f31d944"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.138,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.4,
"battery_mwh": 1.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-8625D4DA67",
"grid_service_limit_mw": 15.71,
"gross_sqft": 1007092,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.557,
"nearby_nodes": 4,
"network_redundancy_score": 0.407,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 79,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -196833,
"annualized_revenue_impact_usd": -264275,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 646231,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -1.7,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.72
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29
},
{
"action": "secure_pop_up_capacity",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.239,
"demand_pressure": 0.31,
"entitlement_friction": 0.557,
"labor_shortage": 0.83,
"portfolio_tightness": 0.419,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-103811",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:22:00Z",
"trace_id": "20b95fe0-4b64-4f3c-b730-9c5f21b36355"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.277,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.64,
"battery_mwh": 12.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-E3727B67DA",
"grid_service_limit_mw": 14.99,
"gross_sqft": 782551,
"infill_site": true,
"lease_expiry_months": 40,
"occup... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.612,
"nearby_nodes": 4,
"network_redundancy_score": 0.468,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -56027,
"annualized_revenue_impact_usd": -72666,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 601428,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": -0.56,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.86
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.97
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.745,
"capital_availability": 0.175,
"demand_pressure": 0.479,
"entitlement_friction": 0.612,
"labor_shortage": 0.877,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103812",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "97658bd6-e4e5-49aa-a7d3-95c6594de7ae"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.022,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.73,
"battery_mwh": 1.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-D59C2B3461",
"grid_service_limit_mw": 16.03,
"gross_sqft": 970742,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.582,
"nearby_nodes": 6,
"network_redundancy_score": 0.597,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 79.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": -0.35,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.124
} | {
"annualized_noi_impact_usd": -162568,
"annualized_revenue_impact_usd": -265847,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 574136,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.16
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.88
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.359,
"demand_pressure": 0.338,
"entitlement_friction": 0.582,
"labor_shortage": 0.752,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-103813",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:30:00Z",
"trace_id": "c97f6733-d68a-428e-8281-bf9ac6aa175a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.006,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.151,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.23,
"battery_mwh": 2.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-865EDBEC7A",
"grid_service_limit_mw": 25.24,
"gross_sqft": 831371,
"infill_site": true,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.44,
"nearby_nodes": 4,
"network_redundancy_score": 0.497,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 80.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -193998,
"annualized_revenue_impact_usd": -295240,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 485884,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -1.92,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.9
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.669,
"demand_pressure": 0.387,
"entitlement_friction": 0.44,
"labor_shortage": 0.849,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103814",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "cc23c52c-afde-4140-8015-aeea19c094f6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.079,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.25,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.63,
"battery_mwh": 0.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-CF62FDB197",
"grid_service_limit_mw": 12.86,
"gross_sqft": 967981,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.305,
"nearby_nodes": 8,
"network_redundancy_score": 0.44,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 316714,... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -63631,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.31
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.64
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.472,
"capital_availability": 0.529,
"demand_pressure": 0.625,
"entitlement_friction": 0.305,
"labor_shortage": 0.54,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-103815",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:35:00Z",
"trace_id": "c3b7f016-8b23-4898-ba93-8123b392863d"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.398,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.28,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.27,
"battery_mwh": 12.19,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-7800453910",
"grid_service_limit_mw": 10.21,
"gross_sqft": 431836,
"infill_site": true,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.742,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.336,
"nearby_nodes": 2,
"network_redundancy_score": 0.503,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 209... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 27648,
"annualized_revenue_impact_usd": 35612,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 553797,
"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": 1.78,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.22
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.742,
"demand_pressure": 0.519,
"entitlement_friction": 0.336,
"labor_shortage": 0.899,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103816",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:36:00Z",
"trace_id": "76945387-a5a8-4c4a-8a0e-7ef245e92d3d"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.338,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.71,
"battery_mwh": 11.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-CEFE64A9F7",
"grid_service_limit_mw": 10.33,
"gross_sqft": 752833,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.681,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.746,
"nearby_nodes": 3,
"network_redundancy_score": 0.637,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 72926,
"annualized_revenue_impact_usd": 99089,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 572658,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.01
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.94
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.681,
"demand_pressure": 0.583,
"entitlement_friction": 0.746,
"labor_shortage": 0.858,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-103817",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:19:00Z",
"trace_id": "aa082de3-0ba1-427f-a5d6-b4241346efb0"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.333,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.53,
"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-ED0313EC03",
"grid_service_limit_mw": 9.7,
"gross_sqft": 1109932,
"infill_site": false,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.698,
"nearby_nodes": 7,
"network_redundancy_score": 0.324,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.664,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -290128,
"annualized_revenue_impact_usd": -434865,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 656809,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -2.69,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.78
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 24.35
},
{
"action": "monitor_and_stage",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.257,
"demand_pressure": 0.339,
"entitlement_friction": 0.698,
"labor_shortage": 0.686,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103818",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:25:00Z",
"trace_id": "ba0f61de-5935-4600-86da-dbdd9c13b298"
} | {
"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": 8.7,
"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": 0.222,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.69,
"battery_mwh": 9.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-FA6145E3F0",
"grid_service_limit_mw": 15.43,
"gross_sqft": 728412,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.465,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.204,
"nearby_nodes": 3,
"network_redundancy_score": 0.77,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.13,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.462... | {
"annualized_noi_impact_usd": 17729,
"annualized_revenue_impact_usd": 24051,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 504953,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.22
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.465,
"demand_pressure": 0.888,
"entitlement_friction": 0.204,
"labor_shortage": 0.804,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103819",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:37:00Z",
"trace_id": "36f6cbd6-a52c-4d71-9b1d-f647b250dba2"
} | {
"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": 8.8,
"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": 0.436,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.307,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.82,
"battery_mwh": 0.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-9DE30C353E",
"grid_service_limit_mw": 12.22,
"gross_sqft": 835603,
"infill_site": false,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.701,
"nearby_nodes": 2,
"network_redundancy_score": 0.695,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.3,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.671
} | {
"annualized_noi_impact_usd": 145940,
"annualized_revenue_impact_usd": 217557,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 451188,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.83
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.634,
"capital_availability": 0.555,
"demand_pressure": 0.788,
"entitlement_friction": 0.701,
"labor_shortage": 0.9,
"portfolio_tightness": 0.542,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103820",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "d86464b5-448f-4018-9f82-a1e18dc3e6db"
} | {
"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": "labor_constraint",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.111,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 1.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-A003154F55",
"grid_service_limit_mw": 15.04,
"gross_sqft": 1388368,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.611,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.316,
"nearby_nodes": 4,
"network_redundancy_score": 0.729,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -66928,
"annualized_revenue_impact_usd": -103493,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 404144,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.8
},
{
"action": "rebalance_carrier_mix",
"reason": "tr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0.611,
"demand_pressure": 0.479,
"entitlement_friction": 0.316,
"labor_shortage": 0.959,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103821",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "f26e39ba-e571-4601-83a9-3f69ec20d01d"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.037,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.56,
"battery_mwh": 3.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-2706A2E9E8",
"grid_service_limit_mw": 15.21,
"gross_sqft": 1102573,
"infill_site": true,
"lease_expiry_months": 20,
"oc... | {
"capital_availability": 0.317,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.759,
"nearby_nodes": 4,
"network_redundancy_score": 0.456,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -265029,
"annualized_revenue_impact_usd": -398760,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 482472,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.9,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.24
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0.317,
"demand_pressure": 0.456,
"entitlement_friction": 0.759,
"labor_shortage": 0.761,
"portfolio_tightness": 0.36,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-103822",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:06:00Z",
"trace_id": "8d915a35-988d-4922-a6b1-18772a76ff6c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.1,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.346,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.36,
"battery_mwh": 0.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-648F4D3D14",
"grid_service_limit_mw": 11.28,
"gross_sqft": 859048,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.569,
"nearby_nodes": 4,
"network_redundancy_score": 0.399,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 70.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 5.12,
"tenant_expansion_probability": 0.383... | {
"annualized_noi_impact_usd": 6630,
"annualized_revenue_impact_usd": 11232,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 637060,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.82
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.93
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.338,
"capital_availability": 0.301,
"demand_pressure": 0.398,
"entitlement_friction": 0.569,
"labor_shortage": 0.828,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-103823",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:50:00Z",
"trace_id": "f5ad9e71-e7c3-4bd6-873b-51d3a7dd272c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.228,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.217,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.76,
"battery_mwh": 7.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-FB24C1E638",
"grid_service_limit_mw": 9.96,
"gross_sqft": 1323174,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.749,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.822,
"nearby_nodes": 2,
"network_redundancy_score": 0.322,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.2,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 5.79,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 98316,
"annualized_revenue_impact_usd": 145667,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 615892,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.7
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.85
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.362,
"capital_availability": 0.749,
"demand_pressure": 0.628,
"entitlement_friction": 0.822,
"labor_shortage": 0.722,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-103824",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:24:00Z",
"trace_id": "9f2f7e30-c247-4c8f-9851-1b7778279ca9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.003,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.165,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.38,
"battery_mwh": 8.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-CA7BD9B249",
"grid_service_limit_mw": 8.64,
"gross_sqft": 745458,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.372,
"nearby_nodes": 3,
"network_redundancy_score": 0.588,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -298962,
"annualized_revenue_impact_usd": -403260,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 462848,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -1.25,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.06
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.96
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.175,
"demand_pressure": 0.423,
"entitlement_friction": 0.372,
"labor_shortage": 0.875,
"portfolio_tightness": 0.637,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-103825",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:36:00Z",
"trace_id": "77dca19c-5c1d-4d9c-8403-f454bb9acfcf"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.07,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.27,
"battery_mwh": 6.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-444FE016B7",
"grid_service_limit_mw": 14.5,
"gross_sqft": 552785,
"infill_site": true,
"lease_expiry_months": 42,
"occup... | {
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"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.525,
"nearby_nodes": 7,
"network_redundancy_score": 0.663,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": -0.25,
"tenant_expansion_probability": 0.23... | {
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"annualized_revenue_impact_usd": -82877,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 492680,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -3.2,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.42
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.246,
"demand_pressure": 0.39,
"entitlement_friction": 0.525,
"labor_shortage": 1,
"portfolio_tightness": 0.437,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-103826",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "677edb4a-46d0-4ddb-a07d-ecaf57e4c491"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "development_timing_risk",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.11,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.257,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.19,
"battery_mwh": 7.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-996ACB9FCE",
"grid_service_limit_mw": 8.77,
"gross_sqft": 972803,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.803,
"nearby_nodes": 3,
"network_redundancy_score": 0.542,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.3,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.314
} | {
"annualized_noi_impact_usd": -201149,
"annualized_revenue_impact_usd": -323180,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 513577,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.42,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.94
},
{
"action": "delay_spec_development",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.119,
"demand_pressure": 0.398,
"entitlement_friction": 0.803,
"labor_shortage": 0.808,
"portfolio_tightness": 0.635,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-103827",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:53:00Z",
"trace_id": "1b2bd31b-f1dd-4042-b9f3-d9d45690231d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.177,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.33,
"battery_mwh": 7.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-7F18312E93",
"grid_service_limit_mw": 11.37,
"gross_sqft": 665844,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.079,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.833,
"nearby_nodes": 6,
"network_redundancy_score": 0.712,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.1,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -104028,
"annualized_revenue_impact_usd": -145068,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 663013,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -0.44,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.09
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.755,
"capital_availability": 0.079,
"demand_pressure": 0.407,
"entitlement_friction": 0.833,
"labor_shortage": 0.987,
"portfolio_tightness": 0.625,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103828",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "78808860-a1c0-4882-a119-642eb515ba06"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.093,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.76,
"battery_mwh": 7.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-E595F84AA8",
"grid_service_limit_mw": 14.99,
"gross_sqft": 516390,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.552,
"nearby_nodes": 4,
"network_redundancy_score": 0.647,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -147659,
"annualized_revenue_impact_usd": -203623,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 624124,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -2.04,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.8
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.38
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.766,
"capital_availability": 0.289,
"demand_pressure": 0.433,
"entitlement_friction": 0.552,
"labor_shortage": 0.704,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103829",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "87c22ee2-50da-48c0-a9f5-6d5153d1f19c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.096,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.24,
"battery_mwh": 1.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-91D0FCD656",
"grid_service_limit_mw": 20.86,
"gross_sqft": 317313,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.142,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.386,
"nearby_nodes": 7,
"network_redundancy_score": 0.375,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 81.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.262
} | {
"annualized_noi_impact_usd": -46992,
"annualized_revenue_impact_usd": -68940,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 649667,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -0.84,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.5
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.142,
"demand_pressure": 0.41,
"entitlement_friction": 0.386,
"labor_shortage": 0.946,
"portfolio_tightness": 0.517,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-103830",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:11:00Z",
"trace_id": "d5d982bf-89a0-4226-a5ec-a91b0335f1d4"
} | {
"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": 8.4,
"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": 0.439,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.4,
"battery_mwh": 7.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-6FE6A2A3FD",
"grid_service_limit_mw": 21.25,
"gross_sqft": 355651,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.16,
"nearby_nodes": 5,
"network_redundancy_score": 0.617,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 96,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 88.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.714
} | {
"annualized_noi_impact_usd": 43800,
"annualized_revenue_impact_usd": 68733,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 304908,
"expansion_capture_probability_post_event": 0.647,
"lease_rate_change_pct": 3.52,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.35
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.79,
"entitlement_friction": 0.16,
"labor_shortage": 0.845,
"portfolio_tightness": 0.565,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103831",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:30:00Z",
"trace_id": "612a50b9-5759-4127-90f3-833f4d533207"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.134,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.45,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.59,
"battery_mwh": 0.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-7419777F51",
"grid_service_limit_mw": 8.94,
"gross_sqft": 883347,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.078,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.762,
"nearby_nodes": 2,
"network_redundancy_score": 0.75,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 147... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.46,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 72.7,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.368
... | {
"annualized_noi_impact_usd": -176145,
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"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 530809,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.73
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.078,
"demand_pressure": 0.484,
"entitlement_friction": 0.762,
"labor_shortage": 1,
"portfolio_tightness": 0.599,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103832",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "2dd04d02-9825-4d3a-890d-734b4c52bfcd"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.44,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.1,
"seasonality": 0.82,
"service_level_target": 0.97... | {
"automation_penetration": 0.23,
"battery_mwh": 4.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-320F2E1D38",
"grid_service_limit_mw": 7.27,
"gross_sqft": 762176,
"infill_site": true,
"lease_expiry_months": 51,
"... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.57,
"nearby_nodes": 2,
"network_redundancy_score": 0.45,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 761274... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 88.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.4,
"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": "very_high",
"forecast... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 183556,
"annualized_revenue_impact_usd": 249549,
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"estimated_capex_usd": 627944,
"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.03
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.269,
"capital_availability": 0.455,
"demand_pressure": 0.792,
"entitlement_friction": 0.57,
"labor_shortage": 0.763,
"portfolio_tightness": 0.574,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-103833",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:08:00Z",
"trace_id": "c7dbdb41-e919-45cc-80cd-c844f6d1c401"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.072,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.43,
"battery_mwh": 1.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-510B655E42",
"grid_service_limit_mw": 18.28,
"gross_sqft": 773661,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.262,
"nearby_nodes": 5,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 49369,
... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": 0.05,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -98796,
"annualized_revenue_impact_usd": -166906,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 480673,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -1.97,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.6
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.43
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.885,
"capital_availability": 0.46,
"demand_pressure": 0.391,
"entitlement_friction": 0.262,
"labor_shortage": 0.546,
"portfolio_tightness": 0.408,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103834",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:40:00Z",
"trace_id": "c60dd98d-a9bb-4a9b-9a62-7e38ac2f578b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.229,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.324,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.77,
"battery_mwh": 0.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-202D99B91E",
"grid_service_limit_mw": 11.36,
"gross_sqft": 1233192,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.747,
"nearby_nodes": 8,
"network_redundancy_score": 0.663,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": -39088,
"annualized_revenue_impact_usd": -52232,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 560646,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.99
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0,
"demand_pressure": 0.703,
"entitlement_friction": 0.747,
"labor_shortage": 1,
"portfolio_tightness": 0.624,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103835",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:37:00Z",
"trace_id": "a27b7652-034c-4998-a1c6-6c06b93c0358"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.342,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.38,
"battery_mwh": 2.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-2380FE511F",
"grid_service_limit_mw": 25.79,
"gross_sqft": 1384100,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.203,
"nearby_nodes": 4,
"network_redundancy_score": 0.468,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 98.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 58.4,
"dock_utilization_pct": 92.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 3.9,
"rent_growth_90d_pct": 6.02,
"tenant_expansion_probability": 0.581
} | {
"annualized_noi_impact_usd": 268353,
"annualized_revenue_impact_usd": 371285,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 451609,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 4.34,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.32
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.843,
"capital_availability": 0.535,
"demand_pressure": 0.959,
"entitlement_friction": 0.203,
"labor_shortage": 0.896,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103836",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:24:00Z",
"trace_id": "612a203f-f14f-4cb0-b064-62f45fb3843e"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.237,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 8.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-2E5A7D0935",
"grid_service_limit_mw": 24.27,
"gross_sqft": 407515,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.408,
"nearby_nodes": 2,
"network_redundancy_score": 0.39,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 4926,
"annualized_revenue_impact_usd": 7752,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 516175,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.17
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.308,
"capital_availability": 0.388,
"demand_pressure": 0.684,
"entitlement_friction": 0.408,
"labor_shortage": 0.811,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103837",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:17:00Z",
"trace_id": "581853bc-13ba-495d-b4f3-c77d41c03c7a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.435,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.44,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.81,
"battery_mwh": 8.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-F2F077B554",
"grid_service_limit_mw": 19.86,
"gross_sqft": 1423589,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.144,
"nearby_nodes": 7,
"network_redundancy_score": 0.67,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2131901,... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.609
} | {
"annualized_noi_impact_usd": 36033,
"annualized_revenue_impact_usd": 49798,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 545130,
"expansion_capture_probability_post_event": 0.533,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.58
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.841,
"capital_availability": 0.245,
"demand_pressure": 0.715,
"entitlement_friction": 0.144,
"labor_shortage": 0.57,
"portfolio_tightness": 0.4,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-103838",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "143870a8-6487-4f98-901b-9f773a7ab8e4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.066,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 5.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-9E5E668AAB",
"grid_service_limit_mw": 23.02,
"gross_sqft": 1238923,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.63,
"nearby_nodes": 5,
"network_redundancy_score": 0.33,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 22403,
"annualized_revenue_impact_usd": 29742,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 462916,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.42
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.299,
"capital_availability": 0.149,
"demand_pressure": 0.698,
"entitlement_friction": 0.63,
"labor_shortage": 0.675,
"portfolio_tightness": 0.575,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103839",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "52d6ae58-d578-4c65-a24b-650258dcf455"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.425,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.122,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 2.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-29D7058C65",
"grid_service_limit_mw": 20.05,
"gross_sqft": 909572,
"infill_site": true,
"lease_expiry_months": 19,
"... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.24,
"nearby_nodes": 8,
"network_redundancy_score": 0.459,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 75522,
"annualized_revenue_impact_usd": 111822,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 678384,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 3.1,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.1
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.746,
"capital_availability": 0.535,
"demand_pressure": 0.705,
"entitlement_friction": 0.24,
"labor_shortage": 0.74,
"portfolio_tightness": 0.539,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103840",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:08:00Z",
"trace_id": "54a171fd-058b-4689-af51-867133a241ae"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.287,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.273,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.64,
"battery_mwh": 9.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-A339E141AA",
"grid_service_limit_mw": 12.57,
"gross_sqft": 1305459,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.691,
"nearby_nodes": 6,
"network_redundancy_score": 0.382,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 91.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 1.56,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": 93028,
"annualized_revenue_impact_usd": 119827,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 455212,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.65
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.08
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.812,
"capital_availability": 0.426,
"demand_pressure": 0.922,
"entitlement_friction": 0.691,
"labor_shortage": 0.888,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-103841",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "baf21d3c-8312-4270-a5c0-49b6c4b5da1c"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.227,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.31,
"battery_mwh": 2.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-3958246FE9",
"grid_service_limit_mw": 10.05,
"gross_sqft": 1002931,
"infill_site": false,
"lease_expiry_months": 61,... | {
"capital_availability": 0.7,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.632,
"nearby_nodes": 6,
"network_redundancy_score": 0.742,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 166228,
"annualized_revenue_impact_usd": 235921,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 611157,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.78
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.7
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.7,
"demand_pressure": 0.466,
"entitlement_friction": 0.632,
"labor_shortage": 0.726,
"portfolio_tightness": 0.693,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103842",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "96e2b7e3-1718-4d39-b85a-ac931a30014c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.157,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.171,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.61,
"battery_mwh": 3.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-10F6756D2C",
"grid_service_limit_mw": 18.76,
"gross_sqft": 1051640,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.275,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.295,
"nearby_nodes": 5,
"network_redundancy_score": 0.599,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rat... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": 37798,
"annualized_revenue_impact_usd": 57440,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 575615,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.57
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.85
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.275,
"demand_pressure": 0.662,
"entitlement_friction": 0.295,
"labor_shortage": 0.815,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103843",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:55:00Z",
"trace_id": "bad5b8f8-2c13-4828-abe8-1ec871fef551"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.333,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.45,
"battery_mwh": 12.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-9FA31941C8",
"grid_service_limit_mw": 16.98,
"gross_sqft": 1260422,
"infill_site": true,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.5,
"nearby_nodes": 3,
"network_redundancy_score": 0.43,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3755... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": -0.89,
"rent_growth_90d_pct": -2.09,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": -35294,
"annualized_revenue_impact_usd": -58004,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 443801,
"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": -1.81,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.442,
"demand_pressure": 0.469,
"entitlement_friction": 0.5,
"labor_shortage": 0.615,
"portfolio_tightness": 0.314,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-103844",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:50:00Z",
"trace_id": "bf6b941b-c780-43ee-9d0f-ea2f8d1db6b9"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.155,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.32,
"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-F2A119910D",
"grid_service_limit_mw": 15.75,
"gross_sqft": 842634,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.932,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.289,
"nearby_nodes": 2,
"network_redundancy_score": 0.663,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.5,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.617,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 56210,
"annualized_revenue_impact_usd": 86278,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 357688,
"expansion_capture_probability_post_event": 0.489,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.39
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.065,
"capital_availability": 0.932,
"demand_pressure": 0.46,
"entitlement_friction": 0.289,
"labor_shortage": 0.453,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103845",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:26:00Z",
"trace_id": "0497ceb3-5916-4d3c-bd86-a71d334220c8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"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": 0.449,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.42,
"battery_mwh": 6.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-DAB6D34224",
"grid_service_limit_mw": 17.28,
"gross_sqft": 1449519,
"infill_site": true,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.416,
"nearby_nodes": 6,
"network_redundancy_score": 0.484,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 231959,
"annualized_revenue_impact_usd": 306440,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 523585,
"expansion_capture_probability_post_event": 0.595,
"lease_rate_change_pct": 3.38,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.07
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.507,
"capital_availability": 0.321,
"demand_pressure": 0.686,
"entitlement_friction": 0.416,
"labor_shortage": 0.84,
"portfolio_tightness": 0.399,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-103846",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:56:00Z",
"trace_id": "4ff7aefb-2980-43e7-8b2a-f66d12c1daa9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.404,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.299,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.32,
"battery_mwh": 7.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-79E0457261",
"grid_service_limit_mw": 10.52,
"gross_sqft": 1183175,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.641,
"nearby_nodes": 4,
"network_redundancy_score": 0.502,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 749... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 353171,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 593724,
"expansion_capture_probability_post_event": 0.546,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.08
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.733,
"capital_availability": 0.11,
"demand_pressure": 0.624,
"entitlement_friction": 0.641,
"labor_shortage": 1,
"portfolio_tightness": 0.633,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-103847",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:56:00Z",
"trace_id": "c21e52f6-f03f-4399-ba62-89484017b05f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.471,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.53,
"battery_mwh": 11.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-83C6565FC5",
"grid_service_limit_mw": 19,
"gross_sqft": 793679,
"infill_site": false,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.346,
"nearby_nodes": 2,
"network_redundancy_score": 0.461,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": 5311,
"annualized_revenue_impact_usd": 6909,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 530771,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 0.64,
"occupancy_shift": -0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.49
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.03
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.295,
"capital_availability": 0.301,
"demand_pressure": 0.572,
"entitlement_friction": 0.346,
"labor_shortage": 0.899,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-103848",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:55:00Z",
"trace_id": "9d3e8dfb-ef49-4123-9055-c49678ea9a2c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.057,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.78,
"battery_mwh": 8.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-21398B5B57",
"grid_service_limit_mw": 22.01,
"gross_sqft": 1304251,
"infill_site": false,
"lease_expiry_months": 68,
"o... | {
"capital_availability": 0.394,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.323,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.251,
"nearby_nodes": 7,
"network_redundancy_score": 0.767,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -228338,
"annualized_revenue_impact_usd": -311142,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 579927,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.83
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.394,
"demand_pressure": 0.391,
"entitlement_friction": 0.251,
"labor_shortage": 0.624,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103849",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "cf0620a0-c21e-4d2c-9880-1172a87dd90f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.365,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.63,
"battery_mwh": 3.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-16BB122972",
"grid_service_limit_mw": 15.7,
"gross_sqft": 1254318,
"infill_site": true,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.444,
"nearby_nodes": 7,
"network_redundancy_score": 0.666,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 107241,
"annualized_revenue_impact_usd": 173162,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 497198,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.87
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.712,
"entitlement_friction": 0.444,
"labor_shortage": 0.538,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103850",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "a5921335-d968-49af-a93d-82a68d303149"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.272,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.254,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 3.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-5AF56D0E71",
"grid_service_limit_mw": 13.41,
"gross_sqft": 650955,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.631,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.191,
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"nearby_nodes": 3,
"network_redundancy_score": 0.812,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"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": "high",
"forecast... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 44124,
"annualized_revenue_impact_usd": 67127,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.26
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.631,
"demand_pressure": 0.645,
"entitlement_friction": 0.463,
"labor_shortage": 1,
"portfolio_tightness": 0.535,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103851",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "a7ca976c-8c9a-4f7b-837a-9e99f72a38ee"
} | {
"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": 8.1,
"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": 0.341,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 4.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-96ADE848E4",
"grid_service_limit_mw": 17.45,
"gross_sqft": 898698,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.861,
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"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.574,
"nearby_nodes": 5,
"network_redundancy_score": 0.564,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 94.6,
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"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
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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",
"foreca... | {
"build_vs_buy_score": 1.5,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
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"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.09,
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} | {
"annualized_noi_impact_usd": 14445,
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"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.92
},
{
"action": "shift_overfl... | {
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"entitlement_friction": 0.574,
"labor_shortage": 0.555,
"portfolio_tightness": 0.39,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-103852",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:23:00Z",
"trace_id": "9b7dcd95-c962-4ef6-ad46-d8b797728e6f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 6.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-89E6E3BFB3",
"grid_service_limit_mw": 19.75,
"gross_sqft": 1165482,
"infill_site": true,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.174,
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"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.11,
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"nearby_nodes": 2,
"network_redundancy_score": 0.56,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 811724,
... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": 33938,
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"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.1
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.174,
"demand_pressure": 0.775,
"entitlement_friction": 0.232,
"labor_shortage": 0.628,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103853",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:48:00Z",
"trace_id": "780ddc68-8280-4134-a96a-58fb07d242d4"
} | {
"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",
"authority_level": "regional",
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 7.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-ED5C4DBE1E",
"grid_service_limit_mw": 22.13,
"gross_sqft": 1129635,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.842,
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"entitlement_friction": 0.495,
"nearby_nodes": 7,
"network_redundancy_score": 0.721,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 349690... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.546
} | {
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"lease_rate_change_pct": 2.3,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.72
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.6
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.554,
"entitlement_friction": 0.495,
"labor_shortage": 0.541,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-103854",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:06:00Z",
"trace_id": "ab518a2b-a68b-467b-8340-81f1a02c5c34"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.21,
"battery_mwh": 1.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-DD3FBCB536",
"grid_service_limit_mw": 20.64,
"gross_sqft": 1222912,
"infill_site": false,
"lease_expiry_months": 37,... | {
"capital_availability": 0.463,
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"entitlement_friction": 0.362,
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"network_redundancy_score": 0.504,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 700927... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 77.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.607,
"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": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.297
} | {
"annualized_noi_impact_usd": -58736,
"annualized_revenue_impact_usd": -88756,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 457898,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -1.76,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.92
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.52
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.463,
"demand_pressure": 0.252,
"entitlement_friction": 0.362,
"labor_shortage": 0.663,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103855",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "d511c337-1aaf-497f-9ea5-eeb2820f8070"
} | {
"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": 8.7,
"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": 0.376,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.42,
"battery_mwh": 10.79,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-410921FB26",
"grid_service_limit_mw": 15.38,
"gross_sqft": 1055497,
"infill_site": true,
"lease_expiry_months": 65,... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.69,
"nearby_nodes": 6,
"network_redundancy_score": 0.571,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 95,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.2,
"dock_utilization_pct": 89.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.613
} | {
"annualized_noi_impact_usd": 253052,
"annualized_revenue_impact_usd": 364086,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 463299,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.17
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.498,
"demand_pressure": 0.8,
"entitlement_friction": 0.69,
"labor_shortage": 0.906,
"portfolio_tightness": 0.599,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-103856",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:20:00Z",
"trace_id": "ac4b375f-0026-401a-9abd-5fadb9bc2d56"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.318,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.51,
"battery_mwh": 11.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-F0D860B06B",
"grid_service_limit_mw": 10.27,
"gross_sqft": 576847,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.145,
"nearby_nodes": 8,
"network_redundancy_score": 0.45,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1883016,... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.862,
"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": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": -51255,
"annualized_revenue_impact_usd": -76577,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 569830,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 0.83,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.87
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.748,
"capital_availability": 0,
"demand_pressure": 0.67,
"entitlement_friction": 0.145,
"labor_shortage": 0.869,
"portfolio_tightness": 0.434,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103857",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:56:00Z",
"trace_id": "869de294-a63f-4d20-b010-e9da221be009"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.439,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.401,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 10.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-3A58A48271",
"grid_service_limit_mw": 16.29,
"gross_sqft": 431089,
"infill_site": false,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.228,
"nearby_nodes": 7,
"network_redundancy_score": 0.772,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 818... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.608
} | {
"annualized_noi_impact_usd": 19251,
"annualized_revenue_impact_usd": 31912,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 464688,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 2.43,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.98
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.287,
"demand_pressure": 0.605,
"entitlement_friction": 0.228,
"labor_shortage": 0.695,
"portfolio_tightness": 0.346,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103858",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:58:00Z",
"trace_id": "524231f1-8013-4a21-b670-636142aa137b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.327,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.72,
"battery_mwh": 9.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-9EDDA32F76",
"grid_service_limit_mw": 14.41,
"gross_sqft": 491151,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.184,
"nearby_nodes": 4,
"network_redundancy_score": 0.678,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 4.75,
"tenant_expansion_probability": 0.694
} | {
"annualized_noi_impact_usd": 67660,
"annualized_revenue_impact_usd": 101780,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 479195,
"expansion_capture_probability_post_event": 0.678,
"lease_rate_change_pct": 3.87,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.26
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.15,
"capital_availability": 0.391,
"demand_pressure": 0.595,
"entitlement_friction": 0.184,
"labor_shortage": 0.624,
"portfolio_tightness": 0.477,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103859",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:55:00Z",
"trace_id": "17d31d64-49f9-4ba4-87c9-8c24fcb7786b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.028,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.495,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 4.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-22A5EE3C4E",
"grid_service_limit_mw": 21.18,
"gross_sqft": 470935,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.145,
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"nearby_nodes": 7,
"network_redundancy_score": 0.384,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"rent_growth_30d_pct": -0.44,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -3.53,
"occupancy_shift": -0.02,
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{
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"score": 31.61
},
{
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"reason": "capital_preservation",
"score": 28.39
},
{
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... | {
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"entitlement_friction": 0.386,
"labor_shortage": 0.864,
"portfolio_tightness": 0.428,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103860",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "0f9a1e30-d5b6-4313-9585-195c1472b4da"
} | {
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"environment": "production_portfolio",
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.333,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 9.51,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-AF6D8398AA",
"grid_service_limit_mw": 22.66,
"gross_sqft": 893246,
"infill_site": false,
"lease_expiry_months": 56,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.409,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 0.78,
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} | {
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"lease_rate_change_pct": -2.62,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
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{
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"score": 33.72
},
{
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"reason": "labor_gap_mitigation",
"score": 33.69
},
{
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"reason"... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-103861",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:14:00Z",
"trace_id": "4fc0ea94-cf2b-464a-928f-7d56d55e04c7"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.145,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
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"gross_sqft": 1269174,
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... | {
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"network_redundancy_score": 0.559,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3223... | [
{
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"forecast... | {
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"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0... | {
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{
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"score": 37.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.7
},
{
"action": "secure_pop_up_c... | {
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"portfolio_tightness": 0.605,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-103862",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "586facdd-11f7-4b3a-9360-26cc68077dcc"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.49,
"service_level_ta... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-99046C2244",
"grid_service_limit_mw": 19.57,
"gross_sqft": 939206,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
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"network_redundancy_score": 0.719,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": 1.25,
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... | {
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"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -1.69,
"occupancy_shift": -0.008,
"service_penalty_r... | {
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{
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"reason": "capital_preservation",
"score": 32.55
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.24
},
{
"action": "secure_pop_up_capacity",
"... | {
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"capital_availability": 0.205,
"demand_pressure": 0.437,
"entitlement_friction": 0.566,
"labor_shortage": 0.559,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103863",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "e572f396-0870-4d3c-9006-853ae11d09cf"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 7.1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-5901C36C88",
"grid_service_limit_mw": 11.61,
"gross_sqft": 1208741,
"infill_site": true,
"lease_expiry_months": 53,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.676,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 43... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
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"rent_growth_90d_pct": 3.4,
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} | {
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"occupancy_shift": 0.022,
"service_penalty_risk_... | {
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{
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"score": 38.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.35
},
{
"action": "rebalance_carri... | {
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"entitlement_friction": 0.18,
"labor_shortage": 0.838,
"portfolio_tightness": 0.322,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103864",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:52:00Z",
"trace_id": "31f60952-3ced-4444-9653-7afc52c375f0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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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": 7.8,
"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": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.172,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 1.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-0F81839EA2",
"grid_service_limit_mw": 9.98,
"gross_sqft": 357722,
"infill_site": true,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.217,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.418,
"nearby_nodes": 7,
"network_redundancy_score": 0.827,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 140... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 85.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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",
"fore... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": 7919,
"annualized_revenue_impact_usd": 10997,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 481171,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.59
},
{
"action": "offer_preemptive_expansion_term_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.217,
"demand_pressure": 0.566,
"entitlement_friction": 0.418,
"labor_shortage": 0.715,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-103865",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "4dcbc659-153c-482c-b8bd-297660272fa7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.35,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.113,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.33,
"battery_mwh": 7.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-DD5ADF5630",
"grid_service_limit_mw": 19,
"gross_sqft": 1000077,
"infill_site": true,
"lease_expiry_months": 62,
"occup... | {
"capital_availability": 0.553,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.129,
"nearby_nodes": 3,
"network_redundancy_score": 0.569,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 31... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_ra... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
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"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.521
} | {
"annualized_noi_impact_usd": 109273,
"annualized_revenue_impact_usd": 148808,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 594589,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.77
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0.553,
"demand_pressure": 0.84,
"entitlement_friction": 0.129,
"labor_shortage": 0.741,
"portfolio_tightness": 0.399,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-103866",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:48:00Z",
"trace_id": "90b21a76-ff5b-410e-90e2-3a14015cda7e"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.048,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.45,
"battery_mwh": 8.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-A5FCA83729",
"grid_service_limit_mw": 7.58,
"gross_sqft": 701328,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.801,
"nearby_nodes": 8,
"network_redundancy_score": 0.503,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108713... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.3,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -138041,
"annualized_revenue_impact_usd": -218105,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 528556,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -0.71,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.38
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.658,
"capital_availability": 0,
"demand_pressure": 0.386,
"entitlement_friction": 0.801,
"labor_shortage": 0.901,
"portfolio_tightness": 0.725,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103867",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "66219a06-7459-4a11-a6e3-750015ec809f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.28,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.156,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.38,
"battery_mwh": 0.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-8048D70F48",
"grid_service_limit_mw": 22.95,
"gross_sqft": 690388,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.362,
"nearby_nodes": 3,
"network_redundancy_score": 0.353,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fil... | {
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.2,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.434
... | {
"annualized_noi_impact_usd": -63,
"annualized_revenue_impact_usd": -101,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 525208,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.004,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.09
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.845,
"capital_availability": 0.096,
"demand_pressure": 0.513,
"entitlement_friction": 0.362,
"labor_shortage": 0.578,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.902,
"id": "FORGE-103868",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:15:00Z",
"trace_id": "49f69d68-920c-42c7-a6e8-8e9e87ebed84"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.264,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.51,
"battery_mwh": 7.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-231D176DD8",
"grid_service_limit_mw": 9.37,
"gross_sqft": 310060,
"infill_site": false,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.166,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.703,
"nearby_nodes": 7,
"network_redundancy_score": 0.571,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3476... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.86,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.1,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -67694,
"annualized_revenue_impact_usd": -104793,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 796953,
"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": -1.09,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.91
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.252,
"capital_availability": 0.166,
"demand_pressure": 0.564,
"entitlement_friction": 0.703,
"labor_shortage": 0.968,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103869",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:50:00Z",
"trace_id": "c51dd783-3c3f-454f-96e7-ef3451555920"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.5,
"battery_mwh": 1.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-5E8E6FBFF8",
"grid_service_limit_mw": 19.54,
"gross_sqft": 1074845,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.309,
"nearby_nodes": 3,
"network_redundancy_score": 0.624,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 581215... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 78.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": -0.42,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -213432,
"annualized_revenue_impact_usd": -293787,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 612516,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.68
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.41
},
{
"action": "deploy_peak_shaving",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.487,
"demand_pressure": 0.288,
"entitlement_friction": 0.309,
"labor_shortage": 0.78,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103870",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:49:00Z",
"trace_id": "172a6c77-cffe-4884-beb6-6def578f33f1"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.132,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.73,
"battery_mwh": 5.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-3392809B9F",
"grid_service_limit_mw": 17.74,
"gross_sqft": 883991,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.294,
"nearby_nodes": 6,
"network_redundancy_score": 0.576,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 5.21,
"rent_growth_90d_pct": 5.15,
"tenant_expansion_probability": 0.454
} | {
"annualized_noi_impact_usd": 138305,
"annualized_revenue_impact_usd": 185364,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 467697,
"expansion_capture_probability_post_event": 0.42,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.034,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.44
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.19
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.578,
"demand_pressure": 0.768,
"entitlement_friction": 0.294,
"labor_shortage": 0.69,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103871",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:30:00Z",
"trace_id": "bd15ae9e-c23c-4bc8-ad37-215cd48b4fbb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.017,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.169,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.2,
"battery_mwh": 6.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-FF3EE00C05",
"grid_service_limit_mw": 10.2,
"gross_sqft": 854242,
"infill_site": false,
"lease_expiry_months": 45,
"occup... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.672,
"nearby_nodes": 4,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -10801,
"annualized_revenue_impact_usd": -14074,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 389872,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.025,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.77
},
{
"action": "monitor_and_stage"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.381,
"demand_pressure": 0.501,
"entitlement_friction": 0.672,
"labor_shortage": 0.641,
"portfolio_tightness": 0.323,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-103872",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "2e8ff36f-3bea-4879-92f4-ba1c738ec1a0"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.054,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.462,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 7.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-A4BBB4A452",
"grid_service_limit_mw": 13.37,
"gross_sqft": 832134,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.147,
"nearby_nodes": 3,
"network_redundancy_score": 0.566,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 78.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.869,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": 0.46,
"tenant_expansion_probability": 0.254
} | {
"annualized_noi_impact_usd": -113186,
"annualized_revenue_impact_usd": -193627,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 488120,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -1.55,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.87
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.328,
"capital_availability": 0.536,
"demand_pressure": 0.299,
"entitlement_friction": 0.147,
"labor_shortage": 0.684,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103873",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:08:00Z",
"trace_id": "3885c6db-9cfb-4b2b-b766-40d7a1dee8ce"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.367,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.115,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.35,
"battery_mwh": 3.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-22CC28418F",
"grid_service_limit_mw": 10.57,
"gross_sqft": 1144650,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.404,
"nearby_nodes": 8,
"network_redundancy_score": 0.546,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 88.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 5.36,
"tenant_expansion_probability": 0.603
} | {
"annualized_noi_impact_usd": 406852,
"annualized_revenue_impact_usd": 552267,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 514422,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 3.59,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.736,
"capital_availability": 0.156,
"demand_pressure": 0.735,
"entitlement_friction": 0.404,
"labor_shortage": 0.84,
"portfolio_tightness": 0.694,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103874",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:20:00Z",
"trace_id": "036b5aeb-656e-4356-8848-ff09c70d33fa"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.446,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.087,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.22,
"battery_mwh": 9.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-CA17DBFE8B",
"grid_service_limit_mw": 8.8,
"gross_sqft": 977429,
"infill_site": false,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.067,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.751,
"nearby_nodes": 3,
"network_redundancy_score": 0.75,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 118... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 88,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
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"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.7,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.672
} | {
"annualized_noi_impact_usd": 341316,
"annualized_revenue_impact_usd": 518791,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 538585,
"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 2.86,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.7
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.067,
"demand_pressure": 0.718,
"entitlement_friction": 0.751,
"labor_shortage": 0.772,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103875",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:07:00Z",
"trace_id": "0bb232cf-9f29-4efd-ad20-de6272d6cec3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.304,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.45,
"battery_mwh": 4.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-7CB338FAC7",
"grid_service_limit_mw": 13.72,
"gross_sqft": 475529,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.204,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.706,
"nearby_nodes": 7,
"network_redundancy_score": 0.72,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 64270,
"annualized_revenue_impact_usd": 93533,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 661990,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.005,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.73
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.204,
"demand_pressure": 0.585,
"entitlement_friction": 0.706,
"labor_shortage": 0.99,
"portfolio_tightness": 0.583,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-103876",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:14:00Z",
"trace_id": "7c78eac1-598b-4701-bd67-7dab8a1f31b1"
} | {
"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": 8.8,
"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": 0.272,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.279,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.72,
"battery_mwh": 11.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-DA943976DF",
"grid_service_limit_mw": 10.94,
"gross_sqft": 438192,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.692,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.716,
"nearby_nodes": 8,
"network_redundancy_score": 0.749,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 5090,
"annualized_revenue_impact_usd": 8173,
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"decision_horizon_days": 90,
"estimated_capex_usd": 676749,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.98
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.74
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.692,
"demand_pressure": 0.618,
"entitlement_friction": 0.716,
"labor_shortage": 0.986,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103877",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:53:00Z",
"trace_id": "5621c82e-0aa3-4ca6-9a55-fcab6ecd1164"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.092,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.389,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.26,
"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-D456DF6902",
"grid_service_limit_mw": 18.17,
"gross_sqft": 824430,
"infill_site": true,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.477,
"nearby_nodes": 4,
"network_redundancy_score": 0.394,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -146553,
"annualized_revenue_impact_usd": -195121,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 511350,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.25
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.411,
"demand_pressure": 0.398,
"entitlement_friction": 0.477,
"labor_shortage": 0.755,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103878",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:26:00Z",
"trace_id": "05fb4770-fdd8-49dd-8480-ceff7c608193"
} | {
"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": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.37,
"battery_mwh": 2.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-340C1A9F88",
"grid_service_limit_mw": 8.86,
"gross_sqft": 1008736,
"infill_site": false,
"lease_expiry_months": 55,
"oc... | {
"capital_availability": 0.697,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.232,
"nearby_nodes": 5,
"network_redundancy_score": 0.482,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 87.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"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": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 178500,
"annualized_revenue_impact_usd": 251743,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 376707,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.11
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.535,
"capital_availability": 0.697,
"demand_pressure": 0.707,
"entitlement_friction": 0.232,
"labor_shortage": 0.913,
"portfolio_tightness": 0.662,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-103879",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:56:00Z",
"trace_id": "6bf97670-9682-44d0-9c0a-e12b6e6182f7"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.051,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 9.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-10FAFEBD52",
"grid_service_limit_mw": 10.41,
"gross_sqft": 561620,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.759,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.42,
"nearby_nodes": 7,
"network_redundancy_score": 0.76,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1812... | [
{
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
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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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"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 5.03,
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} | {
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"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.021,
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"score": 30.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.92
},
{
"action": "lock_power_ca... | {
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"labor_shortage": 0.949,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-103880",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:17:00Z",
"trace_id": "e7781d7e-e9d3-4206-8cec-6c2665cc73bc"
} | {
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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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},
... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.386,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-148518D1F4",
"grid_service_limit_mw": 14.46,
"gross_sqft": 639677,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
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"entitlement_friction": 0.406,
"nearby_nodes": 3,
"network_redundancy_score": 0.681,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 81.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"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": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": -0.29,
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} | {
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"lease_rate_change_pct": -3.27,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.03
},
{
"action": "secure_pop_up... | {
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"power... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103881",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "91764ac8-0fc0-41c9-8710-c965161d025b"
} | {
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"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",
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"role": "operations_lead"
},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.126,
"seasonality": 0.74,
"service_le... | {
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"building_class": "class_a",
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"facility_id": "FAC-9071A4694D",
"grid_service_limit_mw": 15.1,
"gross_sqft": 360366,
"infill_site": false,
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"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.672,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rat... | {
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"confidence_band": "moderate",
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"rent_growth_90d_pct": 2.94,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.13
},
{
"action": "activate_temp... | {
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"labor_shortage": 0.762,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-103882",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:34:00Z",
"trace_id": "a11759b7-f0db-47b5-831d-23e3474f1174"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.161,
"seasonality": 0.82,
"service_level_targ... | {
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"facility_id": "FAC-430440B9D4",
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"gross_sqft": 623117,
"infill_site": true,
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"o... | {
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"network_redundancy_score": 0.783,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 57.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_90d_pct": 4.23,
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} | {
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"score": 35.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.3
},
{
"action": "deploy... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-103883",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "ddc5b7c5-33f1-48eb-a897-59c92150b19a"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-44EA37D67D",
"grid_service_limit_mw": 15.72,
"gross_sqft": 945180,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
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"dock_utilization_pct": 85.5,
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"power_load_pct_of_service_limit": 57.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 4.12,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.03
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.4
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.735,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-103884",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "3499c072-299e-4b6d-bf3d-9a2e29ea60f5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "development_timing_risk",
"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": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.74,
"service_l... | {
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"grid_service_limit_mw": 10.62,
"gross_sqft": 596404,
"infill_site": false,
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... | {
"capital_availability": 0.271,
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"network_redundancy_score": 0.866,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
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"rent_growth_90d_pct": 0.6,
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},
{
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"score": 34.01
},
{
"action": "defer_noncritical_projects",
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"demand_pressure": 0.527,
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"labor_shortage": 0.833,
"portfolio_tightness": 0.684,
... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103885",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:01:00Z",
"trace_id": "e5f6170b-74f6-430e-b031-7187c22d928f"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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},
{
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.308,
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"gross_sqft": 579181,
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"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.472,
"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.15,
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"rent_growth_90d_pct": -1,
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 27.98
},
{
"action": "secure_pop_up... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:09:00Z",
"trace_id": "439db745-5e23-4ada-a18a-3b8b56d2a812"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"lease_expiry_months": 59,... | {
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{
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"confidence_band": "very_high",
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} | {
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{
"action": "secure_pop_up_capacity",
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"score": 33.72
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{
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"demand_pressure": 0.514,
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"labor_shortage": 0.883,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-103887",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:52:00Z",
"trace_id": "653290e7-e849-4afb-b115-cb416406747b"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target":... | {
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"grid_service_limit_mw": 16.09,
"gross_sqft": 938931,
"infill_site": true,
"lease_expiry_months": 10,
... | {
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"network_redundancy_score": 0.842,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_ra... | {
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"forecast_... | {
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... | {
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{
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"score": 30.64
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.5
},
{
"action": "defer_noncritical_projects",
... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-103888",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "13da7d53-20d8-4496-ba7a-79005933f184"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"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": 0.352,
"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-51727AE4EA",
"grid_service_limit_mw": 13.05,
"gross_sqft": 487010,
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"lease_expiry_months": 21,
"... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"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... | {
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 5.18,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 2.57,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
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{
"action": "secure_pop_up_capacity",
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"score": 40.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.88
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.64,
"entitlement_friction": 0.314,
"labor_shortage": 0.825,
"portfolio_tightness": 0.667,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103889",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:47:00Z",
"trace_id": "8afe1590-8e29-4021-b071-aa259dce0c8d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.416,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.034,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.66,
"battery_mwh": 5.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-7EA8A72C3A",
"grid_service_limit_mw": 13.85,
"gross_sqft": 688836,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.634,
"nearby_nodes": 6,
"network_redundancy_score": 0.566,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 88.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.39,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.616
} | {
"annualized_noi_impact_usd": 47601,
"annualized_revenue_impact_usd": 70116,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 524177,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.16
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.955,
"capital_availability": 0.33,
"demand_pressure": 0.781,
"entitlement_friction": 0.634,
"labor_shortage": 0.576,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103890",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "b042673d-92a9-43c6-b52f-a4d8a063fe3b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"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": 0.427,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 5.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-583B008281",
"grid_service_limit_mw": 9.92,
"gross_sqft": 1049974,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.915,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.463,
"nearby_nodes": 2,
"network_redundancy_score": 0.695,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 201091,
"annualized_revenue_impact_usd": 262082,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 732528,
"expansion_capture_probability_post_event": 0.622,
"lease_rate_change_pct": 3.09,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.99
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.69
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.915,
"demand_pressure": 0.674,
"entitlement_friction": 0.463,
"labor_shortage": 0.64,
"portfolio_tightness": 0.35,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103891",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "a4854783-e232-4d35-a02a-49de4a9b2f22"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.042,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.5,
"battery_mwh": 11.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-0252B31D78",
"grid_service_limit_mw": 9.61,
"gross_sqft": 588697,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.636,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.569,
"nearby_nodes": 6,
"network_redundancy_score": 0.312,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.292
} | {
"annualized_noi_impact_usd": -166357,
"annualized_revenue_impact_usd": -239231,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 595555,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -1.72,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.52
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.297,
"capital_availability": 0.636,
"demand_pressure": 0.356,
"entitlement_friction": 0.569,
"labor_shortage": 1,
"portfolio_tightness": 0.651,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103892",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:07:00Z",
"trace_id": "57ad73a8-7fc3-49c2-b876-7e16d04ccbf2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.046,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.38,
"battery_mwh": 7.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-523D597457",
"grid_service_limit_mw": 19.09,
"gross_sqft": 629603,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.267,
"nearby_nodes": 8,
"network_redundancy_score": 0.627,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 78,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": -0.44,
"rent_growth_90d_pct": -1.14,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -69420,
"annualized_revenue_impact_usd": -110851,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 481634,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -3.25,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.44
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.242,
"capital_availability": 0.397,
"demand_pressure": 0.277,
"entitlement_friction": 0.267,
"labor_shortage": 0.741,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103893",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:23:00Z",
"trace_id": "99fcdd7c-bca5-42fc-b79f-ae31f7403407"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.365,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 11.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-A0548D281C",
"grid_service_limit_mw": 20.27,
"gross_sqft": 982907,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.092,
"nearby_nodes": 6,
"network_redundancy_score": 0.74,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": -42094,
"annualized_revenue_impact_usd": -64376,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 502932,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 2.72,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.39
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.507,
"demand_pressure": 0.654,
"entitlement_friction": 0.092,
"labor_shortage": 0.633,
"portfolio_tightness": 0.575,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-103894",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "f1a1ce3f-8986-412b-8d3e-6061cad528fb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.317,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.195,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.26,
"battery_mwh": 9.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-3173E6FED1",
"grid_service_limit_mw": 18.16,
"gross_sqft": 353663,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.226,
"nearby_nodes": 8,
"network_redundancy_score": 0.579,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 86.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.502
} | {
"annualized_noi_impact_usd": 32837,
"annualized_revenue_impact_usd": 44252,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 439116,
"expansion_capture_probability_post_event": 0.42,
"lease_rate_change_pct": 1.75,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.8
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.715,
"entitlement_friction": 0.226,
"labor_shortage": 0.77,
"portfolio_tightness": 0.448,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103895",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "39f03bac-475c-4ce2-a150-6b6d570eca10"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.2,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.59,
"battery_mwh": 4.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-6894991781",
"grid_service_limit_mw": 17.15,
"gross_sqft": 376228,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.307,
"nearby_nodes": 3,
"network_redundancy_score": 0.353,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": 4442,
"annualized_revenue_impact_usd": 7015,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.61
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.2
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.468,
"demand_pressure": 0.627,
"entitlement_friction": 0.307,
"labor_shortage": 0.695,
"portfolio_tightness": 0.336,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103896",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:25:00Z",
"trace_id": "cd9e3627-6bf7-4bdd-a06a-0ded2ac7ee1e"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.285,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.55,
"battery_mwh": 6.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-B42A9F9DAF",
"grid_service_limit_mw": 14.91,
"gross_sqft": 377445,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.4,
"nearby_nodes": 5,
"network_redundancy_score": 0.778,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 78,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 3.03,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
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"rent_growth_30d_pct": 4.87,
"rent_growth_90d_pct": 7.34,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 86756,
"annualized_revenue_impact_usd": 147435,
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"decision_horizon_days": 45,
"estimated_capex_usd": 404045,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 4.74,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.17
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.64
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.248,
"capital_availability": 0.373,
"demand_pressure": 0.525,
"entitlement_friction": 0.4,
"labor_shortage": 0.792,
"portfolio_tightness": 0.697,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103897",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "ea182082-2e60-4857-aa75-2812d59eb7fa"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.393,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.392,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.56,
"battery_mwh": 1.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-BEBB3B7AD9",
"grid_service_limit_mw": 21.31,
"gross_sqft": 1165707,
"infill_site": false,
"lease_expiry_months": 49,... | {
"capital_availability": 0.819,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.794,
"nearby_nodes": 6,
"network_redundancy_score": 0.622,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 192288,
"annualized_revenue_impact_usd": 247115,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 405112,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.24
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.354,
"capital_availability": 0.819,
"demand_pressure": 0.668,
"entitlement_friction": 0.794,
"labor_shortage": 0.881,
"portfolio_tightness": 0.518,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-103898",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:34:00Z",
"trace_id": "9ea6d81b-8afc-479b-83f2-f8bb167dfae5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.198,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 10.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-6DCDA38E23",
"grid_service_limit_mw": 14.6,
"gross_sqft": 763927,
"infill_site": true,
"lease_expiry_months": 42,
"occupa... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.231,
"nearby_nodes": 3,
"network_redundancy_score": 0.605,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.3
} | {
"annualized_noi_impact_usd": -33840,
"annualized_revenue_impact_usd": -56728,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 535869,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.94
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.44
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.496,
"capital_availability": 0.112,
"demand_pressure": 0.773,
"entitlement_friction": 0.231,
"labor_shortage": 0.594,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-103899",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "37f4f790-6445-4e3b-b495-4db789ee010e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.407,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.24,
"battery_mwh": 12.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-94CF9897C6",
"grid_service_limit_mw": 12.9,
"gross_sqft": 960481,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.038,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.318,
"nearby_nodes": 3,
"network_redundancy_score": 0.329,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.3,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 4.72,
"rent_growth_90d_pct": 5.43,
"tenant_expansion_probability": 0.688
} | {
"annualized_noi_impact_usd": 158464,
"annualized_revenue_impact_usd": 263735,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 353359,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 4.52,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.28
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.038,
"demand_pressure": 1,
"entitlement_friction": 0.318,
"labor_shortage": 0.75,
"portfolio_tightness": 0.586,
"powe... |
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