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": 0.877,
"id": "FORGE-108900",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "88e781b9-319a-478b-bd92-e4b0468ab386"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.444,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.63,
"battery_mwh": 6.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-E8A7E6E0AE",
"grid_service_limit_mw": 10.15,
"gross_sqft": 716840,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.527,
"nearby_nodes": 7,
"network_redundancy_score": 0.352,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.698
} | {
"annualized_noi_impact_usd": 210402,
"annualized_revenue_impact_usd": 271048,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 746647,
"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.42
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.298,
"capital_availability": 0.159,
"demand_pressure": 0.649,
"entitlement_friction": 0.527,
"labor_shortage": 1,
"portfolio_tightness": 0.662,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108901",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "000f3a63-c3cd-478d-a11b-5a1c6d228da2"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.172,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.56,
"battery_mwh": 11.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-30A0E48160",
"grid_service_limit_mw": 19.57,
"gross_sqft": 472618,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.234,
"nearby_nodes": 3,
"network_redundancy_score": 0.482,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 87.7,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 59.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.2,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 6.75,
"tenant_expansion_probability": 0.791
} | {
"annualized_noi_impact_usd": 191989,
"annualized_revenue_impact_usd": 256256,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 427637,
"expansion_capture_probability_post_event": 0.772,
"lease_rate_change_pct": 6.31,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.49
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.518,
"capital_availability": 0.601,
"demand_pressure": 0.734,
"entitlement_friction": 0.234,
"labor_shortage": 0.47,
"portfolio_tightness": 0.541,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-108902",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:28:00Z",
"trace_id": "ad344453-ba75-4d22-86dd-2f61cae67175"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.084,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.32,
"battery_mwh": 11.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-5B191F96F5",
"grid_service_limit_mw": 18.38,
"gross_sqft": 659682,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.244,
"nearby_nodes": 5,
"network_redundancy_score": 0.662,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": -9259,
"annualized_revenue_impact_usd": -14227,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 645349,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.86
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.77
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.338,
"demand_pressure": 0.566,
"entitlement_friction": 0.244,
"labor_shortage": 0.781,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.881,
"id": "FORGE-108903",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "b34e5cdb-7885-498d-9866-5f8c127bbfe3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.405,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.62,
"battery_mwh": 11.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-91D2351EAC",
"grid_service_limit_mw": 16.23,
"gross_sqft": 965726,
"infill_site": true,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.433,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.296,
"nearby_nodes": 7,
"network_redundancy_score": 0.553,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 118594,
"annualized_revenue_impact_usd": 181500,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 547607,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 1.87,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.03
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.93
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.607,
"capital_availability": 0.433,
"demand_pressure": 0.681,
"entitlement_friction": 0.296,
"labor_shortage": 1,
"portfolio_tightness": 0.695,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-108904",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:10:00Z",
"trace_id": "9a0fca34-9a15-49e8-8483-0ebcd01cd773"
} | {
"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": 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": true,
"growth_rate": 0.169,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.24,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.56,
"battery_mwh": 12.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-33CE3E6C77",
"grid_service_limit_mw": 19.99,
"gross_sqft": 1186030,
"infill_site": false,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.021,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.588,
"nearby_nodes": 6,
"network_redundancy_score": 0.756,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 0.24,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -61778,
"annualized_revenue_impact_usd": -79692,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 537245,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -1.64,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.741,
"capital_availability": 0.021,
"demand_pressure": 0.447,
"entitlement_friction": 0.588,
"labor_shortage": 0.927,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108905",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:12:00Z",
"trace_id": "6839dd32-3a7e-410c-ab4a-20d3b1bcc2d3"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.177,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.35,
"battery_mwh": 10.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-10191294AF",
"grid_service_limit_mw": 21.13,
"gross_sqft": 273695,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.789,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.571,
"nearby_nodes": 2,
"network_redundancy_score": 0.369,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.397
} | {
"annualized_noi_impact_usd": 7297,
"annualized_revenue_impact_usd": 11210,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 613722,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.84
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.34
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.696,
"capital_availability": 0.789,
"demand_pressure": 0.512,
"entitlement_friction": 0.571,
"labor_shortage": 0.791,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-108906",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:47:00Z",
"trace_id": "27617d49-ff7a-4432-a895-f043e1111136"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.119,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.203,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.8,
"battery_mwh": 9.47,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-8CB33113F3",
"grid_service_limit_mw": 14.55,
"gross_sqft": 599206,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.222,
"nearby_nodes": 5,
"network_redundancy_score": 0.72,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0.297
} | {
"annualized_noi_impact_usd": -82868,
"annualized_revenue_impact_usd": -107550,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 451254,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.55
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.287,
"demand_pressure": 0.558,
"entitlement_friction": 0.222,
"labor_shortage": 0.677,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-108907",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:14:00Z",
"trace_id": "092c4a14-b93b-497a-9b35-3a8876749bde"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.078,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.109,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.38,
"battery_mwh": 8.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-8341429A04",
"grid_service_limit_mw": 12.63,
"gross_sqft": 1404282,
"infill_site": true,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.831,
"nearby_nodes": 5,
"network_redundancy_score": 0.612,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.238
} | {
"annualized_noi_impact_usd": -590455,
"annualized_revenue_impact_usd": -768252,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 737808,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -2.08,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.48
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.365,
"capital_availability": 0.173,
"demand_pressure": 0.283,
"entitlement_friction": 0.831,
"labor_shortage": 0.794,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-108908",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "5c58d120-f7da-40c9-8c87-30084f7d8897"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"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": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.288,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.54,
"battery_mwh": 3.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-4D56CFC81B",
"grid_service_limit_mw": 22.52,
"gross_sqft": 1482136,
"infill_site": false,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.599,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.458,
"nearby_nodes": 4,
"network_redundancy_score": 0.48,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 79,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": -1.15,
"tenant_expansion_probability": 0.127
} | {
"annualized_noi_impact_usd": -359587,
"annualized_revenue_impact_usd": -548236,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 568039,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -4.02,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.1
},
{
"action": "lock_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.214,
"demand_pressure": 0.3,
"entitlement_friction": 0.458,
"labor_shortage": 0.632,
"portfolio_tightness": 0.462,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108909",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "ad4975cd-422d-47a7-b3b7-0da4e218cdf7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.229,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.35,
"battery_mwh": 5.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-619703F7AF",
"grid_service_limit_mw": 14.35,
"gross_sqft": 738017,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.618,
"nearby_nodes": 4,
"network_redundancy_score": 0.63,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.472
} | {
"annualized_noi_impact_usd": -10170,
"annualized_revenue_impact_usd": -16221,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 569447,
"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": 1.18,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.67
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.321,
"capital_availability": 0.373,
"demand_pressure": 0.486,
"entitlement_friction": 0.618,
"labor_shortage": 1,
"portfolio_tightness": 0.655,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108910",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "659e7a3b-f5ed-405c-9701-7a2a897f315b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.242,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.255,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 3.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-3B1BDDD647",
"grid_service_limit_mw": 12.39,
"gross_sqft": 1251296,
"infill_site": false,
"lease_expiry_months": 36,... | {
"capital_availability": 0.757,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.693,
"nearby_nodes": 3,
"network_redundancy_score": 0.356,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.403
} | {
"annualized_noi_impact_usd": -51906,
"annualized_revenue_impact_usd": -67362,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 796292,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": 0.81,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.8
},
{
"action": "escala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.757,
"demand_pressure": 0.537,
"entitlement_friction": 0.693,
"labor_shortage": 0.895,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108911",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:35:00Z",
"trace_id": "12656793-0635-4536-a660-39fd9dbf83b6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.356,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-0A5B8468D0",
"grid_service_limit_mw": 15.98,
"gross_sqft": 1040393,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.32,
"nearby_nodes": 7,
"network_redundancy_score": 0.343,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.637
} | {
"annualized_noi_impact_usd": 178622,
"annualized_revenue_impact_usd": 229530,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 428024,
"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.5
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.42
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.356,
"capital_availability": 0.454,
"demand_pressure": 0.651,
"entitlement_friction": 0.32,
"labor_shortage": 0.784,
"portfolio_tightness": 0.527,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-108912",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "34765cfc-a6fd-4207-8b08-105f1c66ed4a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.251,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.45,
"battery_mwh": 3.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-6F92417066",
"grid_service_limit_mw": 14.64,
"gross_sqft": 518741,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.489,
"nearby_nodes": 5,
"network_redundancy_score": 0.326,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 165833... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -46564,
"annualized_revenue_impact_usd": -77462,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 663571,
"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -0.42,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.91
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.77
},
{
"action": "offer_preemptive_expansion_term_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0.552,
"demand_pressure": 0.672,
"entitlement_friction": 0.489,
"labor_shortage": 0.684,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108913",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:26:00Z",
"trace_id": "b4f39f53-a2ed-4640-878a-27498dac526e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"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": 0.425,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.194,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.5,
"battery_mwh": 12.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-F095765FB9",
"grid_service_limit_mw": 20.83,
"gross_sqft": 478061,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.093,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.211,
"nearby_nodes": 7,
"network_redundancy_score": 0.443,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 90.3,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.699
} | {
"annualized_noi_impact_usd": 57449,
"annualized_revenue_impact_usd": 84448,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 440287,
"expansion_capture_probability_post_event": 0.627,
"lease_rate_change_pct": 4.31,
"occupancy_shift": 0.025,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.37
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.351,
"capital_availability": 0.093,
"demand_pressure": 0.883,
"entitlement_friction": 0.211,
"labor_shortage": 0.84,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-108914",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "dd11da80-7ae8-4a02-b769-ec1217d94596"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.04,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.31,
"battery_mwh": 5.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-954527AC33",
"grid_service_limit_mw": 24.29,
"gross_sqft": 413051,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.394,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.35,
"nearby_nodes": 6,
"network_redundancy_score": 0.814,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -56702,
"annualized_revenue_impact_usd": -83448,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 549478,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -1.46,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.33
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.29
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.394,
"demand_pressure": 0.462,
"entitlement_friction": 0.35,
"labor_shortage": 0.725,
"portfolio_tightness": 0.503,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-108915",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "d6bf3e2b-7ec5-48aa-b796-5e85d2120ec7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.031,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.342,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.35,
"battery_mwh": 3.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-D95D9B90FA",
"grid_service_limit_mw": 23.46,
"gross_sqft": 776963,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.374,
"nearby_nodes": 3,
"network_redundancy_score": 0.591,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 280011... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -129838,
"annualized_revenue_impact_usd": -184235,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 505249,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -0.63,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.84
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.766,
"capital_availability": 0.468,
"demand_pressure": 0.501,
"entitlement_friction": 0.374,
"labor_shortage": 0.772,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108916",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:02:00Z",
"trace_id": "b00ab9d6-ff83-4bc6-b2e2-794771aedbc5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.6,
"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": -0.024,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 8.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-E80C18D758",
"grid_service_limit_mw": 23.04,
"gross_sqft": 707148,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.817,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.346,
"nearby_nodes": 7,
"network_redundancy_score": 0.356,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 119032... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 81,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.626,
"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": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 5.17,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -8278,
"annualized_revenue_impact_usd": -13947,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 366352,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.73
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.03
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.116,
"capital_availability": 0.817,
"demand_pressure": 0.398,
"entitlement_friction": 0.346,
"labor_shortage": 0.424,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-108917",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:53:00Z",
"trace_id": "601554e5-8bc4-4ed5-8617-e1fba1a17efd"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.075,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.328,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.58,
"battery_mwh": 3.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-22534B315A",
"grid_service_limit_mw": 7.7,
"gross_sqft": 769759,
"infill_site": false,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.342,
"nearby_nodes": 7,
"network_redundancy_score": 0.685,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 205... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.76,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 5.36,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": -106089,
"annualized_revenue_impact_usd": -150602,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 451160,
"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": 1.24,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.52
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.282,
"capital_availability": 0.455,
"demand_pressure": 0.511,
"entitlement_friction": 0.342,
"labor_shortage": 1,
"portfolio_tightness": 0.671,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108918",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "6201be0f-a9fd-4ff1-9ed2-f6426664a3ae"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.433,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 8.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-23C1C59082",
"grid_service_limit_mw": 17.46,
"gross_sqft": 163387,
"infill_site": true,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.584,
"nearby_nodes": 5,
"network_redundancy_score": 0.756,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 158965... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 81,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.163
} | {
"annualized_noi_impact_usd": -43902,
"annualized_revenue_impact_usd": -69092,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 541978,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -2.84,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.27
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.37
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.663,
"demand_pressure": 0.41,
"entitlement_friction": 0.584,
"labor_shortage": 0.613,
"portfolio_tightness": 0.445,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108919",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "7bee19e1-0e09-459a-98b8-fdf0e13145fa"
} | {
"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": 9.2,
"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": 0.4,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.399,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.26,
"battery_mwh": 5.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-B407CCCA66",
"grid_service_limit_mw": 19.01,
"gross_sqft": 1106620,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.678,
"nearby_nodes": 3,
"network_redundancy_score": 0.372,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 59.3,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"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": 1.64,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.62... | {
"annualized_noi_impact_usd": 86743,
"annualized_revenue_impact_usd": 122036,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 620550,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.464,
"demand_pressure": 1,
"entitlement_friction": 0.678,
"labor_shortage": 0.897,
"portfolio_tightness": 0.437,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108920",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:46:00Z",
"trace_id": "989f56be-a66c-44a1-8706-3192ff9a3a4d"
} | {
"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": false,
"growth_rate": 0.019,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.6,
"battery_mwh": 8.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-B1A7DE29E3",
"grid_service_limit_mw": 6.48,
"gross_sqft": 343966,
"infill_site": true,
"lease_expiry_months": 8,
"occupan... | {
"capital_availability": 0.672,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.553,
"nearby_nodes": 6,
"network_redundancy_score": 0.635,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 49... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.154
} | {
"annualized_noi_impact_usd": -142510,
"annualized_revenue_impact_usd": -196452,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 628272,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.66
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.553,
"capital_availability": 0.672,
"demand_pressure": 0.343,
"entitlement_friction": 0.553,
"labor_shortage": 0.959,
"portfolio_tightness": 0.641,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-108921",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "3521f04a-381d-48e2-a45a-d492765c8460"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.116,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.471,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.45,
"battery_mwh": 7.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-08051B205A",
"grid_service_limit_mw": 9.99,
"gross_sqft": 1131847,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.25,
"nearby_nodes": 7,
"network_redundancy_score": 0.662,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -154060,
"annualized_revenue_impact_usd": -236814,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 482155,
"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": 1.49,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.72
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.574,
"demand_pressure": 0.605,
"entitlement_friction": 0.25,
"labor_shortage": 0.754,
"portfolio_tightness": 0.683,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-108922",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:03:00Z",
"trace_id": "44f4bd71-0101-41f5-85ba-b92b951b99f4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.003,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.21,
"battery_mwh": 3.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 142,
"facility_id": "FAC-943E6F9670",
"grid_service_limit_mw": 14.04,
"gross_sqft": 1422674,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.099,
"nearby_nodes": 3,
"network_redundancy_score": 0.532,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.3,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.089
} | {
"annualized_noi_impact_usd": -383476,
"annualized_revenue_impact_usd": -552497,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 613037,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.23,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.97
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.794,
"capital_availability": 0,
"demand_pressure": 0.352,
"entitlement_friction": 0.099,
"labor_shortage": 1,
"portfolio_tightness": 0.486,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-108923",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "820cd75e-aad1-4748-b280-5d3fc85fcb76"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.153,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.324,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.46,
"battery_mwh": 10.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-D821291D6D",
"grid_service_limit_mw": 16.62,
"gross_sqft": 1171744,
"infill_site": true,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.225,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.666,
"nearby_nodes": 5,
"network_redundancy_score": 0.665,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": -10960,
"annualized_revenue_impact_usd": -17820,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 639944,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.7
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.55
},
{
"action": "activate_temp_labor",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.304,
"capital_availability": 0.225,
"demand_pressure": 0.357,
"entitlement_friction": 0.666,
"labor_shortage": 0.683,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108924",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "4777accc-2a2a-4f8e-8a79-c9deda48e1a4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.5,
"battery_mwh": 9.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-56233E3224",
"grid_service_limit_mw": 13.6,
"gross_sqft": 1138379,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.389,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.321,
"nearby_nodes": 5,
"network_redundancy_score": 0.627,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": 0.643
} | {
"annualized_noi_impact_usd": 103081,
"annualized_revenue_impact_usd": 173117,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 564299,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 2.79,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.76
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.389,
"demand_pressure": 0.731,
"entitlement_friction": 0.321,
"labor_shortage": 0.645,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108925",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "0c288167-574c-4285-9d7c-f616ecb2c527"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.149,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 11.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-7F1D365A6E",
"grid_service_limit_mw": 14.57,
"gross_sqft": 1219864,
"infill_site": false,
"lease_expiry_months": 10... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.411,
"nearby_nodes": 6,
"network_redundancy_score": 0.593,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 5.29,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -30277,
"annualized_revenue_impact_usd": -50727,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 587120,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": 2.15,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.446,
"demand_pressure": 0.567,
"entitlement_friction": 0.411,
"labor_shortage": 0.727,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-108926",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "3d2d1890-e174-48f4-a884-df23805aa86f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "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": 0.266,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.43,
"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-45696A1172",
"grid_service_limit_mw": 23.24,
"gross_sqft": 924548,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.436,
"nearby_nodes": 3,
"network_redundancy_score": 0.686,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 807819,
... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.431
} | {
"annualized_noi_impact_usd": 12793,
"annualized_revenue_impact_usd": 16830,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 509018,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.83
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.06
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0,
"demand_pressure": 0.579,
"entitlement_friction": 0.436,
"labor_shortage": 0.952,
"portfolio_tightness": 0.355,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-108927",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:13:00Z",
"trace_id": "976bab40-3a5f-4f80-9e30-507f7ea2518e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.007,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.73,
"battery_mwh": 2.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-E2C7CBEF18",
"grid_service_limit_mw": 19.52,
"gross_sqft": 1243777,
"infill_site": false,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.478,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.22,
"nearby_nodes": 4,
"network_redundancy_score": 0.312,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -172494,
"annualized_revenue_impact_usd": -226786,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 508049,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.97
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.478,
"demand_pressure": 0.609,
"entitlement_friction": 0.22,
"labor_shortage": 0.651,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108928",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:29:00Z",
"trace_id": "692fcfb7-3e39-4168-a5b3-fad3b380922f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.258,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.334,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.4,
"battery_mwh": 1.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-4BA851BAA0",
"grid_service_limit_mw": 12.49,
"gross_sqft": 988605,
"infill_site": true,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0.282,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.307,
"nearby_nodes": 5,
"network_redundancy_score": 0.857,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 75890,
"annualized_revenue_impact_usd": 105534,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 648990,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 56.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.7
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.157,
"capital_availability": 0.282,
"demand_pressure": 0.582,
"entitlement_friction": 0.307,
"labor_shortage": 0.732,
"portfolio_tightness": 0.513,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108929",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "ee704dd4-955f-4fef-9372-10e23e5ae5a3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.095,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 9.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-1ABB7A3FF7",
"grid_service_limit_mw": 21.59,
"gross_sqft": 776875,
"infill_site": true,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.759,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.195,
"nearby_nodes": 4,
"network_redundancy_score": 0.416,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": -0.3,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -158453,
"annualized_revenue_impact_usd": -219664,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 461123,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -2.78,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.08
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.759,
"demand_pressure": 0.396,
"entitlement_friction": 0.195,
"labor_shortage": 0.871,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-108930",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:34:00Z",
"trace_id": "e7d123f7-e2f6-4e56-8fd8-8e105714fce3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.174,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.76,
"battery_mwh": 8.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-758232F717",
"grid_service_limit_mw": 22.81,
"gross_sqft": 187045,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.281,
"nearby_nodes": 4,
"network_redundancy_score": 0.826,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fi... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -30965,
"annualized_revenue_impact_usd": -50989,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 608771,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.07
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.23
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.672,
"capital_availability": 0.585,
"demand_pressure": 0.366,
"entitlement_friction": 0.281,
"labor_shortage": 0.771,
"portfolio_tightness": 0.525,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-108931",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:49:00Z",
"trace_id": "9591f7e6-4637-4d15-9efa-279ee3d01696"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.374,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 4.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-E031D84105",
"grid_service_limit_mw": 14.66,
"gross_sqft": 822820,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.292,
"nearby_nodes": 6,
"network_redundancy_score": 0.755,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 119263,
"annualized_revenue_impact_usd": 153584,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 419170,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.96
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.77,
"capital_availability": 0.377,
"demand_pressure": 0.77,
"entitlement_friction": 0.292,
"labor_shortage": 0.738,
"portfolio_tightness": 0.37,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-108932",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:40:00Z",
"trace_id": "20b90537-bb26-4c1c-a4cb-dddefc80dcb7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.301,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.7,
"battery_mwh": 5.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-26EFE28CD1",
"grid_service_limit_mw": 24.71,
"gross_sqft": 716579,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.63,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.217,
"nearby_nodes": 7,
"network_redundancy_score": 0.566,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.508
} | {
"annualized_noi_impact_usd": 6662,
"annualized_revenue_impact_usd": 10152,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 568725,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 1.67,
"occupancy_shift": -0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.37
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.63,
"demand_pressure": 0.454,
"entitlement_friction": 0.217,
"labor_shortage": 0.657,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108933",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:51:00Z",
"trace_id": "e7d44ce3-e32e-4df3-9d0f-1ced46716c91"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.153,
"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": 0.31,
"battery_mwh": 8.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-A7A24E3E10",
"grid_service_limit_mw": 16.88,
"gross_sqft": 1166939,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.702,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.378,
"nearby_nodes": 8,
"network_redundancy_score": 0.667,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 168581... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": -102642,
"annualized_revenue_impact_usd": -163799,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 365303,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.91
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.702,
"demand_pressure": 0.497,
"entitlement_friction": 0.378,
"labor_shortage": 0.756,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-108934",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:03:00Z",
"trace_id": "4414c0c0-7928-4843-b417-e7fe8b25ab96"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.061,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.1,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.32,
"battery_mwh": 11.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-6DF0BD9E8D",
"grid_service_limit_mw": 6.72,
"gross_sqft": 1147020,
"infill_site": false,
"lease_expiry_months": 31,... | {
"capital_availability": 0.961,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.674,
"nearby_nodes": 4,
"network_redundancy_score": 0.558,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 439... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 81.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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": 3.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 3.94,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": 18970,
"annualized_revenue_impact_usd": 27300,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 591121,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -1.01,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.09
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.99
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.081,
"capital_availability": 0.961,
"demand_pressure": 0.375,
"entitlement_friction": 0.674,
"labor_shortage": 0.792,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-108935",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:05:00Z",
"trace_id": "92c7f5b3-fdb3-40e6-bcca-e081f6c97c2c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.185,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.76,
"battery_mwh": 8.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-40A20FD355",
"grid_service_limit_mw": 15.22,
"gross_sqft": 1259710,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.298,
"nearby_nodes": 6,
"network_redundancy_score": 0.67,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1364116... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -272614,
"annualized_revenue_impact_usd": -396739,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 711404,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -2.31,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.9
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.744,
"capital_availability": 0.199,
"demand_pressure": 0.51,
"entitlement_friction": 0.298,
"labor_shortage": 0.796,
"portfolio_tightness": 0.365,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-108936",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "46a60dc9-788e-4895-ae17-b714ff64cad0"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.429,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.74,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-3585CBF7A6",
"grid_service_limit_mw": 20.17,
"gross_sqft": 618354,
"infill_site": true,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.093,
"nearby_nodes": 5,
"network_redundancy_score": 0.863,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 472414... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 87.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.654... | {
"annualized_noi_impact_usd": 88190,
"annualized_revenue_impact_usd": 131224,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 361302,
"expansion_capture_probability_post_event": 0.579,
"lease_rate_change_pct": 2.69,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.91
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.222,
"demand_pressure": 0.787,
"entitlement_friction": 0.093,
"labor_shortage": 0.641,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-108937",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:33:00Z",
"trace_id": "a99ac347-f46b-4ce3-abcc-9fd3928a95c9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.75,
"battery_mwh": 3.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-3C516F3381",
"grid_service_limit_mw": 15.08,
"gross_sqft": 327958,
"infill_site": true,
"lease_expiry_months": 17,
"... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.415,
"nearby_nodes": 4,
"network_redundancy_score": 0.418,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 81.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 5.05,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -262,
"annualized_revenue_impact_usd": -357,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 627718,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.014,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.21
},
{
"action": "hold_service_lev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.676,
"demand_pressure": 0.375,
"entitlement_friction": 0.415,
"labor_shortage": 0.826,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108938",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "8d0f8353-a7f0-44fa-8312-2d66e71a4829"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.208,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.58,
"battery_mwh": 3.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-596A3E92FB",
"grid_service_limit_mw": 17.89,
"gross_sqft": 1440951,
"infill_site": false,
"lease_expiry_months": 17,
"o... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.129,
"nearby_nodes": 2,
"network_redundancy_score": 0.569,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 4.67,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 165510,
"annualized_revenue_impact_usd": 261515,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 440124,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.29,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.8
},
{
"action": "monito... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.143,
"capital_availability": 0.649,
"demand_pressure": 0.68,
"entitlement_friction": 0.129,
"labor_shortage": 0.482,
"portfolio_tightness": 0.516,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108939",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:17:00Z",
"trace_id": "065a7c4c-30da-4748-ae81-b7f4a8877105"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"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": -0.028,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.422,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.54,
"battery_mwh": 4.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-48DF09987A",
"grid_service_limit_mw": 12.53,
"gross_sqft": 745759,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.433,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.332,
"nearby_nodes": 2,
"network_redundancy_score": 0.855,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_rat... | {
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -359008,
"annualized_revenue_impact_usd": -553117,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 663789,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.62,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.85
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.58
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.433,
"demand_pressure": 0.334,
"entitlement_friction": 0.332,
"labor_shortage": 0.794,
"portfolio_tightness": 0.558,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108940",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:37:00Z",
"trace_id": "1522d38c-b43a-4a77-a745-d70272900dc3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.052,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.65,
"battery_mwh": 6.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-82E82E1290",
"grid_service_limit_mw": 16.22,
"gross_sqft": 497025,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.471,
"nearby_nodes": 8,
"network_redundancy_score": 0.492,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 130738... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": -0.6,
"rent_growth_90d_pct": -1.48,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -128370,
"annualized_revenue_impact_usd": -175124,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 477804,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -4.11,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.82
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.542,
"demand_pressure": 0.313,
"entitlement_friction": 0.471,
"labor_shortage": 1,
"portfolio_tightness": 0.403,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-108941",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:05:00Z",
"trace_id": "a40447c1-09a2-4b03-bb66-fb66edbe90f6"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.152,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.62,
"battery_mwh": 7.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-09C631C508",
"grid_service_limit_mw": 18.79,
"gross_sqft": 1039606,
"infill_site": false,
"lease_expiry_months": 9,
"oc... | {
"capital_availability": 0.249,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.202,
"nearby_nodes": 2,
"network_redundancy_score": 0.394,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 84.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 5.18,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": 45281,
"annualized_revenue_impact_usd": 76565,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 482624,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.44
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.37
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.549,
"capital_availability": 0.249,
"demand_pressure": 0.559,
"entitlement_friction": 0.202,
"labor_shortage": 0.596,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108942",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "7c5bf43c-8366-4c6e-9bbb-ac73f63edc9a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"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": 0.146,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.3,
"battery_mwh": 7.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-031375B23E",
"grid_service_limit_mw": 21.88,
"gross_sqft": 869910,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.693,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.378,
"nearby_nodes": 3,
"network_redundancy_score": 0.677,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.7,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 34405,
"annualized_revenue_impact_usd": 49674,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 493703,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.8
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.01
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.139,
"capital_availability": 0.693,
"demand_pressure": 0.416,
"entitlement_friction": 0.378,
"labor_shortage": 0.49,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108943",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:33:00Z",
"trace_id": "f13817ff-2629-4a5b-83e4-e4b048997080"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.334,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.82,
"battery_mwh": 3.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-7DAAD1CE1D",
"grid_service_limit_mw": 21.33,
"gross_sqft": 963333,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.262,
"nearby_nodes": 4,
"network_redundancy_score": 0.501,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 92.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.77,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 6.55,
"rent_growth_90d_pct": 5.98,
"tenant_expansion_probability": 0.703
} | {
"annualized_noi_impact_usd": 407057,
"annualized_revenue_impact_usd": 559185,
"cap_rate_pressure_pct": 0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 413952,
"expansion_capture_probability_post_event": 0.682,
"lease_rate_change_pct": 4.66,
"occupancy_shift": 0.044,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.66
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.068,
"capital_availability": 1,
"demand_pressure": 1,
"entitlement_friction": 0.262,
"labor_shortage": 0.539,
"portfolio_tightness": 0.557,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-108944",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:40:00Z",
"trace_id": "c207ac28-56de-4cdf-976f-739fc4f6449f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.6,
"battery_mwh": 1.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-F397FEB7D7",
"grid_service_limit_mw": 14.32,
"gross_sqft": 694890,
"infill_site": true,
"lease_expiry_months": 44,
"occup... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.556,
"nearby_nodes": 2,
"network_redundancy_score": 0.644,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 3.64,
"tenant_expansion_probability": 0.683
} | {
"annualized_noi_impact_usd": 50420,
"annualized_revenue_impact_usd": 71737,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 614117,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 2.9,
"occupancy_shift": -0.001,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.92
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.353,
"demand_pressure": 0.651,
"entitlement_friction": 0.556,
"labor_shortage": 0.801,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-108945",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "8c444551-04f4-4cb0-8d20-45af09a6f6d5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.337,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.313,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.7,
"battery_mwh": 12.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-D6F49FA334",
"grid_service_limit_mw": 9.39,
"gross_sqft": 393797,
"infill_site": false,
"lease_expiry_months": 47,
"occup... | {
"capital_availability": 0.994,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.552,
"nearby_nodes": 6,
"network_redundancy_score": 0.359,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 188... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 3.06,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.44,
"rent_growth_90d_pct": 5.31,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 82790,
"annualized_revenue_impact_usd": 132146,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 606982,
"expansion_capture_probability_post_event": 0.617,
"lease_rate_change_pct": 3.29,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.93
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.72
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.134,
"capital_availability": 0.994,
"demand_pressure": 0.597,
"entitlement_friction": 0.552,
"labor_shortage": 0.601,
"portfolio_tightness": 0.726,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-108946",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "97a2bed0-f54e-45eb-ad33-21dd13ec0efa"
} | {
"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": "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": false,
"growth_rate": 0.244,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.322,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.22,
"battery_mwh": 7.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-654D432061",
"grid_service_limit_mw": 10.64,
"gross_sqft": 463673,
"infill_site": false,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.395,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.658,
"nearby_nodes": 4,
"network_redundancy_score": 0.726,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"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": 2.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -9761,
"annualized_revenue_impact_usd": -13075,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 529782,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.38
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.104,
"demand_pressure": 0.826,
"entitlement_friction": 0.658,
"labor_shortage": 0.743,
"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-108947",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:26:00Z",
"trace_id": "83fda417-5042-4353-bf7d-e9d86b30f509"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.314,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.64,
"battery_mwh": 1.26,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-59B3C76295",
"grid_service_limit_mw": 16.28,
"gross_sqft": 946892,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.318,
"nearby_nodes": 4,
"network_redundancy_score": 0.46,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 0.1,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": 82980,
"annualized_revenue_impact_usd": 107783,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 400492,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.21
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.17
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.603,
"capital_availability": 0.226,
"demand_pressure": 0.675,
"entitlement_friction": 0.318,
"labor_shortage": 0.781,
"portfolio_tightness": 0.3,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108948",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:46:00Z",
"trace_id": "3225d762-cde8-41f4-b9df-0b3b28c2062b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.278,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.088,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.21,
"battery_mwh": 2.36,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-C30E5235C7",
"grid_service_limit_mw": 18.51,
"gross_sqft": 676438,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.098,
"nearby_nodes": 6,
"network_redundancy_score": 0.61,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 47... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": 45034,
"annualized_revenue_impact_usd": 74884,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 448277,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.12
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.612,
"demand_pressure": 0.56,
"entitlement_friction": 0.098,
"labor_shortage": 0.937,
"portfolio_tightness": 0.379,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108949",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "d5dfd471-6394-4a95-9f95-20e3c29a99de"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.279,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.28,
"battery_mwh": 1.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-2841C3861E",
"grid_service_limit_mw": 9.83,
"gross_sqft": 1399756,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.736,
"nearby_nodes": 7,
"network_redundancy_score": 0.828,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": -7395,
"annualized_revenue_impact_usd": -11470,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 688892,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 0.29,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.77
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.844,
"capital_availability": 0.453,
"demand_pressure": 0.798,
"entitlement_friction": 0.736,
"labor_shortage": 0.827,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-108950",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "1d12e3f0-3793-4f8c-bd77-de5a92510910"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.002,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.76,
"battery_mwh": 12.34,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-CB18600DE4",
"grid_service_limit_mw": 16.05,
"gross_sqft": 600407,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.517,
"nearby_nodes": 4,
"network_redundancy_score": 0.727,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 101656,
... | [
{
"appointment_fill_pct": 73.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 77.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 1.66,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": -1.51,
"rent_growth_90d_pct": -0.71,
"tenant_expansion_probability": 0.114
} | {
"annualized_noi_impact_usd": -100033,
"annualized_revenue_impact_usd": -133552,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 60,
"estimated_capex_usd": 551047,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.64,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.13
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.899,
"capital_availability": 0,
"demand_pressure": 0.223,
"entitlement_friction": 0.517,
"labor_shortage": 0.739,
"portfolio_tightness": 0.407,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-108951",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "141ffdd1-e617-47a0-a35a-659e8c84965a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"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": 0.125,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.26,
"battery_mwh": 8.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-0902577DD0",
"grid_service_limit_mw": 19.3,
"gross_sqft": 765022,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.868,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.561,
"nearby_nodes": 2,
"network_redundancy_score": 0.696,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 67436,
"annualized_revenue_impact_usd": 92999,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 435113,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.65
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.071,
"capital_availability": 0.868,
"demand_pressure": 0.467,
"entitlement_friction": 0.561,
"labor_shortage": 0.753,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108952",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "dd0e0af4-e099-4021-965b-2f77b646ac78"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.362,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.245,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.21,
"battery_mwh": 8.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-221573FE33",
"grid_service_limit_mw": 18.77,
"gross_sqft": 468989,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.399,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.424,
"nearby_nodes": 7,
"network_redundancy_score": 0.628,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.7,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 5.84,
"tenant_expansion_probability": 0.676
} | {
"annualized_noi_impact_usd": 111281,
"annualized_revenue_impact_usd": 164424,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 571815,
"expansion_capture_probability_post_event": 0.622,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.1
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.399,
"demand_pressure": 0.518,
"entitlement_friction": 0.424,
"labor_shortage": 0.741,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108953",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:29:00Z",
"trace_id": "dac1c734-5f1f-401a-8ac9-c173b28381b1"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"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": 0.391,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.69,
"battery_mwh": 9.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-78B2BF366D",
"grid_service_limit_mw": 13.32,
"gross_sqft": 1165318,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.198,
"nearby_nodes": 4,
"network_redundancy_score": 0.661,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 84.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 53199,
"annualized_revenue_impact_usd": 80331,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 647598,
"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.89
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.1
},
{
"action": "sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.584,
"demand_pressure": 0.597,
"entitlement_friction": 0.198,
"labor_shortage": 0.878,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108954",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:05:00Z",
"trace_id": "14da5c8c-0402-4592-83c5-82532b4af240"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.039,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.166,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 1.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-029D8A1490",
"grid_service_limit_mw": 11.63,
"gross_sqft": 1480640,
"infill_site": false,
"lease_expiry_months": 37,... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.637,
"nearby_nodes": 6,
"network_redundancy_score": 0.736,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": -1.09,
"tenant_expansion_probability": 0.18... | {
"annualized_noi_impact_usd": -263425,
"annualized_revenue_impact_usd": -370308,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 90,
"estimated_capex_usd": 607040,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -3.8,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.16
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.354,
"demand_pressure": 0.387,
"entitlement_friction": 0.637,
"labor_shortage": 0.728,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-108955",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "86a3552c-a35c-4c19-85ae-31127ecb01f9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.302,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.58,
"battery_mwh": 10.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-1DB4717E69",
"grid_service_limit_mw": 14.58,
"gross_sqft": 696655,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.628,
"nearby_nodes": 3,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.1,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.647,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.42,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -37452,
"annualized_revenue_impact_usd": -57654,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 424347,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.46
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.29
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.505,
"demand_pressure": 0.565,
"entitlement_friction": 0.628,
"labor_shortage": 0.464,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108956",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:41:00Z",
"trace_id": "0c26cc82-e2d5-49d3-8c7a-3fe9943387c6"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.034,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.235,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.45,
"battery_mwh": 11.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-CF8339DBCD",
"grid_service_limit_mw": 15.8,
"gross_sqft": 754595,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.266,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.24,
"nearby_nodes": 5,
"network_redundancy_score": 0.351,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -92892,
"annualized_revenue_impact_usd": -126622,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 366507,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.88
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 23.41
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.266,
"demand_pressure": 0.469,
"entitlement_friction": 0.24,
"labor_shortage": 0.593,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108957",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "2c4f7e20-0566-45e7-aa2b-7fed78e02510"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"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": -0.024,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.274,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 9.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-CF59B787F3",
"grid_service_limit_mw": 7.74,
"gross_sqft": 845623,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.778,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.263,
"nearby_nodes": 4,
"network_redundancy_score": 0.401,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -383245,
"annualized_revenue_impact_usd": -499619,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 587947,
"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -1.7,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.36
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.43
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.252,
"capital_availability": 0.778,
"demand_pressure": 0.377,
"entitlement_friction": 0.263,
"labor_shortage": 0.742,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-108958",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "411ff5fe-cab7-4704-8aa2-ce48ff6a09c4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.163,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 4.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-18671303AB",
"grid_service_limit_mw": 14.72,
"gross_sqft": 643299,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.466,
"nearby_nodes": 6,
"network_redundancy_score": 0.407,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 514080... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -84155,
"annualized_revenue_impact_usd": -113891,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 574321,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -2.45,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.03
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.355,
"capital_availability": 0.481,
"demand_pressure": 0.473,
"entitlement_friction": 0.466,
"labor_shortage": 1,
"portfolio_tightness": 0.414,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-108959",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "0a902930-8665-44d6-bf89-1c50aae55447"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.162,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.277,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 3.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-ED7326D983",
"grid_service_limit_mw": 6.61,
"gross_sqft": 1025334,
"infill_site": false,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.405,
"nearby_nodes": 5,
"network_redundancy_score": 0.533,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 85.1,
"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": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.40... | {
"annualized_noi_impact_usd": -141804,
"annualized_revenue_impact_usd": -244172,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 412710,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -1.26,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.01
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.323,
"capital_availability": 0.331,
"demand_pressure": 0.483,
"entitlement_friction": 0.405,
"labor_shortage": 1,
"portfolio_tightness": 0.606,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-108960",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:17:00Z",
"trace_id": "87b52513-08d7-40cd-99c8-fab86c246472"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"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": 0.043,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.178,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.48,
"battery_mwh": 0.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-2A00045680",
"grid_service_limit_mw": 10.69,
"gross_sqft": 1017642,
"infill_site": true,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.983,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.409,
"nearby_nodes": 4,
"network_redundancy_score": 0.443,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.639,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -20265,
"annualized_revenue_impact_usd": -30778,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 409190,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -1.85,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.94
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.64
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.107,
"capital_availability": 0.983,
"demand_pressure": 0.448,
"entitlement_friction": 0.409,
"labor_shortage": 0.686,
"portfolio_tightness": 0.307,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-108961",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:25:00Z",
"trace_id": "aa4f9dac-e989-472e-b3d6-7ee30ca8885d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"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": 0.076,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.48,
"battery_mwh": 4.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-28C42CE9B3",
"grid_service_limit_mw": 10.16,
"gross_sqft": 425417,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.206,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.561,
"nearby_nodes": 8,
"network_redundancy_score": 0.747,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.31,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.3,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -1225,
"annualized_revenue_impact_usd": -2060,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 502010,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.27
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.94
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.844,
"capital_availability": 0.206,
"demand_pressure": 0.76,
"entitlement_friction": 0.561,
"labor_shortage": 0.87,
"portfolio_tightness": 0.58,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108962",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:21:00Z",
"trace_id": "f10dc208-9c3d-4d23-97c8-c179e806052d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.069,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.56,
"battery_mwh": 3.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-1C2858524C",
"grid_service_limit_mw": 11.91,
"gross_sqft": 835525,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.397,
"nearby_nodes": 6,
"network_redundancy_score": 0.347,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 140... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.7,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 78.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 3.08,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.76,
"rent_growth_90d_pct": 6.57,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": 29714,
"annualized_revenue_impact_usd": 44573,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 596329,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.66
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.02
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.202,
"capital_availability": 0.35,
"demand_pressure": 0.435,
"entitlement_friction": 0.397,
"labor_shortage": 0.615,
"portfolio_tightness": 0.73,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108963",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "e88b155d-4ead-434a-a530-ee1db596df32"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.149,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 4.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-9946806F47",
"grid_service_limit_mw": 14.47,
"gross_sqft": 760859,
"infill_site": true,
"lease_expiry_months": 42,
"occup... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.488,
"nearby_nodes": 4,
"network_redundancy_score": 0.474,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.39... | {
"annualized_noi_impact_usd": -27909,
"annualized_revenue_impact_usd": -46292,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 561204,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": -0.85,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 57.35
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.54
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.297,
"capital_availability": 0.503,
"demand_pressure": 0.431,
"entitlement_friction": 0.488,
"labor_shortage": 0.567,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108964",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "d5ef1dd6-3503-4fed-bebc-8beb2388cc89"
} | {
"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": 8.5,
"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": 0.275,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.66,
"battery_mwh": 8.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-27D52AA23B",
"grid_service_limit_mw": 16.72,
"gross_sqft": 358767,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.119,
"nearby_nodes": 5,
"network_redundancy_score": 0.653,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 36... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": -5722,
"annualized_revenue_impact_usd": -9220,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 577726,
"expansion_capture_probability_post_event": 0.344,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.67
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.68,
"capital_availability": 0.327,
"demand_pressure": 0.615,
"entitlement_friction": 0.119,
"labor_shortage": 0.833,
"portfolio_tightness": 0.325,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-108965",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:24:00Z",
"trace_id": "7fdd87ce-4373-4bd6-a3b6-735285863ce7"
} | {
"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": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.421,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.37,
"battery_mwh": 4.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-EFB47A7D85",
"grid_service_limit_mw": 9.75,
"gross_sqft": 594667,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.64,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.38,
"nearby_nodes": 3,
"network_redundancy_score": 0.581,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56.3,
"dock_utilization_pct": 89.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.867,
"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": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.57,
"rent_growth_90d_pct": 4.59,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 68265,
"annualized_revenue_impact_usd": 106889,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 646469,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.99
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.64,
"demand_pressure": 0.787,
"entitlement_friction": 0.38,
"labor_shortage": 0.977,
"portfolio_tightness": 0.681,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108966",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:43:00Z",
"trace_id": "ef6f7ff0-5e11-4653-a10a-49c93132863d"
} | {
"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": 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": 0.026,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.35,
"battery_mwh": 6.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-F1845D8A47",
"grid_service_limit_mw": 8.04,
"gross_sqft": 732812,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.81,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.402,
"nearby_nodes": 6,
"network_redundancy_score": 0.647,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2055... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.19... | {
"annualized_noi_impact_usd": -294103,
"annualized_revenue_impact_usd": -421372,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 530025,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.44
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.849,
"capital_availability": 0.302,
"demand_pressure": 0.277,
"entitlement_friction": 0.402,
"labor_shortage": 1,
"portfolio_tightness": 0.612,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108967",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "e1309b5c-ba86-4ec3-b021-17bd858bde6e"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.307,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.57,
"battery_mwh": 11.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-C5A5F537D9",
"grid_service_limit_mw": 12.94,
"gross_sqft": 1264271,
"infill_site": false,
"lease_expiry_months": 53,
"... | {
"capital_availability": 0.81,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.445,
"nearby_nodes": 6,
"network_redundancy_score": 0.551,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 87.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.7,
"shift_fil... | {
"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": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.43,
"rent_growth_90d_pct": 5.8,
"tenant_expansion_probability": 0.655
} | {
"annualized_noi_impact_usd": 166230,
"annualized_revenue_impact_usd": 276632,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 424295,
"expansion_capture_probability_post_event": 0.619,
"lease_rate_change_pct": 3.88,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.29
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.99
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.186,
"capital_availability": 0.81,
"demand_pressure": 0.732,
"entitlement_friction": 0.445,
"labor_shortage": 0.719,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-108968",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:59:00Z",
"trace_id": "6ed0a7a9-25a4-4221-bac3-ed6ee92370ff"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.183,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.204,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.25,
"battery_mwh": 1.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-4E926A2C55",
"grid_service_limit_mw": 13.72,
"gross_sqft": 617293,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.375,
"nearby_nodes": 5,
"network_redundancy_score": 0.514,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -50833,
"annualized_revenue_impact_usd": -72348,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 409603,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.51
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.852,
"capital_availability": 0.063,
"demand_pressure": 0.406,
"entitlement_friction": 0.375,
"labor_shortage": 0.814,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-108969",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:36:00Z",
"trace_id": "0b58e43e-3639-484f-9e0b-4d27df6b50ed"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.116,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.74,
"battery_mwh": 4.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 53,
"facility_id": "FAC-9330C24405",
"grid_service_limit_mw": 13.91,
"gross_sqft": 533643,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.161,
"nearby_nodes": 4,
"network_redundancy_score": 0.729,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2191931... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.8,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.515
} | {
"annualized_noi_impact_usd": 18023,
"annualized_revenue_impact_usd": 30860,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 536431,
"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.76
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.11,
"demand_pressure": 0.675,
"entitlement_friction": 0.161,
"labor_shortage": 0.829,
"portfolio_tightness": 0.365,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-108970",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:58:00Z",
"trace_id": "7b43b225-625a-4571-a486-b568874c6f2c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.007,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.32,
"battery_mwh": 6.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-068378D006",
"grid_service_limit_mw": 10.96,
"gross_sqft": 768530,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.277,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.286,
"nearby_nodes": 4,
"network_redundancy_score": 0.71,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -272346,
"annualized_revenue_impact_usd": -370920,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 412041,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -0.5,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.04
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.36
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.513,
"capital_availability": 0.277,
"demand_pressure": 0.32,
"entitlement_friction": 0.286,
"labor_shortage": 0.878,
"portfolio_tightness": 0.686,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108971",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "6b12f430-375e-4cc7-af83-baa9678202c6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.092,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.54,
"battery_mwh": 7.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-894E084A73",
"grid_service_limit_mw": 12.77,
"gross_sqft": 1322236,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.279,
"nearby_nodes": 2,
"network_redundancy_score": 0.804,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 72.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 72.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"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": 1.64,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -0.72,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -254547,
"annualized_revenue_impact_usd": -420983,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 607804,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -2.17,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.27
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.592,
"capital_availability": 0.315,
"demand_pressure": 0.349,
"entitlement_friction": 0.279,
"labor_shortage": 0.817,
"portfolio_tightness": 0.337,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-108972",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:48:00Z",
"trace_id": "c999f0d7-48d3-4d8c-9d99-1b0c3587e1ad"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9.2,
"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": 0.367,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.125,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 7.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-EC855212B3",
"grid_service_limit_mw": 20.5,
"gross_sqft": 919731,
"infill_site": false,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0.225,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.67,
"nearby_nodes": 7,
"network_redundancy_score": 0.762,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1530995,... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.854,
"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": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.491
} | {
"annualized_noi_impact_usd": 5776,
"annualized_revenue_impact_usd": 8074,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 741157,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.41
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.225,
"demand_pressure": 0.671,
"entitlement_friction": 0.67,
"labor_shortage": 0.87,
"portfolio_tightness": 0.354,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-108973",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:07:00Z",
"trace_id": "4e21958b-848d-4982-ad57-d5440193d57f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.38,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.23,
"battery_mwh": 10.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-930B13158D",
"grid_service_limit_mw": 17.42,
"gross_sqft": 728488,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.718,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.549,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.222,
"nearby_nodes": 5,
"network_redundancy_score": 0.824,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.63
} | {
"annualized_noi_impact_usd": 57073,
"annualized_revenue_impact_usd": 80087,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 506370,
"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.92
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.718,
"demand_pressure": 0.662,
"entitlement_friction": 0.222,
"labor_shortage": 0.623,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-108974",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:17:00Z",
"trace_id": "02604664-65f6-4fd8-a477-a7afd33b62d8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 5.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-AF50E4F613",
"grid_service_limit_mw": 27.42,
"gross_sqft": 1120267,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.567,
"nearby_nodes": 2,
"network_redundancy_score": 0.447,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -252081,
"annualized_revenue_impact_usd": -333300,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 506308,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -1.55,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.53
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0.299,
"demand_pressure": 0.365,
"entitlement_friction": 0.567,
"labor_shortage": 0.669,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-108975",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:53:00Z",
"trace_id": "aa170eab-81b1-4dd5-a76c-47f9af7dea04"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.006,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.207,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.8,
"battery_mwh": 11.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-E3C59B2288",
"grid_service_limit_mw": 8.57,
"gross_sqft": 1332458,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.626,
"nearby_nodes": 5,
"network_redundancy_score": 0.674,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": -0.22,
"tenant_expansion_probability": 0.172
} | {
"annualized_noi_impact_usd": -443565,
"annualized_revenue_impact_usd": -727550,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 45,
"estimated_capex_usd": 681613,
"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -3.88,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.33
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.9,
"capital_availability": 0,
"demand_pressure": 0.323,
"entitlement_friction": 0.626,
"labor_shortage": 1,
"portfolio_tightness": 0.679,
"power_str... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-108976",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:48:00Z",
"trace_id": "c863466c-5d4f-40bf-944d-3e70e1bc5bb0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.389,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.206,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.8,
"battery_mwh": 1.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-1692CBB16E",
"grid_service_limit_mw": 12.8,
"gross_sqft": 1004686,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.486,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.453,
"nearby_nodes": 8,
"network_redundancy_score": 0.634,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.588
} | {
"annualized_noi_impact_usd": 117724,
"annualized_revenue_impact_usd": 159287,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 478450,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.89
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.753,
"capital_availability": 0.486,
"demand_pressure": 0.762,
"entitlement_friction": 0.453,
"labor_shortage": 0.74,
"portfolio_tightness": 0.417,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108977",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "4dccfaf8-90c3-4ef3-a9f6-c7f6ad090afa"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.073,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.219,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.43,
"battery_mwh": 8.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-917626A4E1",
"grid_service_limit_mw": 12.11,
"gross_sqft": 1414848,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.57,
"nearby_nodes": 4,
"network_redundancy_score": 0.533,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4174... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 80.1,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.2,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -538489,
"annualized_revenue_impact_usd": -693623,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 588083,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.76
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.859,
"capital_availability": 0.32,
"demand_pressure": 0.318,
"entitlement_friction": 0.57,
"labor_shortage": 0.767,
"portfolio_tightness": 0.613,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-108978",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:21:00Z",
"trace_id": "1db799f9-2f59-4476-89d9-845b317a1daa"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.206,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.48,
"battery_mwh": 12.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-D6BD8B4BBF",
"grid_service_limit_mw": 22.9,
"gross_sqft": 1037471,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.743,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.388,
"nearby_nodes": 3,
"network_redundancy_score": 0.731,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146814... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 61.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.647,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": 55129,
"annualized_revenue_impact_usd": 80987,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 593927,
"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.07
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.577,
"capital_availability": 0.375,
"demand_pressure": 0.402,
"entitlement_friction": 0.388,
"labor_shortage": 0.638,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-108979",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:47:00Z",
"trace_id": "c7c00d75-6842-4504-88ea-ed418caeff13"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.279,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.4,
"battery_mwh": 11.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-9863A335BF",
"grid_service_limit_mw": 24.06,
"gross_sqft": 762287,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.021,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.232,
"nearby_nodes": 7,
"network_redundancy_score": 0.604,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": -13635,
"annualized_revenue_impact_usd": -22137,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 684242,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.74
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.466,
"capital_availability": 0.021,
"demand_pressure": 0.707,
"entitlement_friction": 0.232,
"labor_shortage": 0.796,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-108980",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:27:00Z",
"trace_id": "6b0ea8e0-df37-4476-918b-cf31b1530617"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.322,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 5.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-F0BCF40E6F",
"grid_service_limit_mw": 11.85,
"gross_sqft": 944462,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.394,
"nearby_nodes": 4,
"network_redundancy_score": 0.403,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.48... | {
"annualized_noi_impact_usd": -44933,
"annualized_revenue_impact_usd": -61686,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 603323,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.93
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.347,
"capital_availability": 0.416,
"demand_pressure": 0.6,
"entitlement_friction": 0.394,
"labor_shortage": 0.762,
"portfolio_tightness": 0.528,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-108981",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "78c6c436-20ca-40db-98f7-6bd0047723ec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"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": 0.447,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.356,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.72,
"battery_mwh": 9.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-F8695BDF13",
"grid_service_limit_mw": 25.67,
"gross_sqft": 360761,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.225,
"nearby_nodes": 3,
"network_redundancy_score": 0.448,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 86.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 4.29,
"rent_growth_90d_pct": 5.35,
"tenant_expansion_probability": 0.823
} | {
"annualized_noi_impact_usd": 62785,
"annualized_revenue_impact_usd": 85558,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 412757,
"expansion_capture_probability_post_event": 0.812,
"lease_rate_change_pct": 5.33,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.36
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.56,
"demand_pressure": 0.68,
"entitlement_friction": 0.225,
"labor_shortage": 0.589,
"portfolio_tightness": 0.524,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108982",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:41:00Z",
"trace_id": "4d671d72-5197-4343-a924-0d21de93acb0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"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": 0.376,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.62,
"battery_mwh": 7.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-B175705CA8",
"grid_service_limit_mw": 17.17,
"gross_sqft": 1282817,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.266,
"nearby_nodes": 4,
"network_redundancy_score": 0.691,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"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": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": -0.54,
"tenant_expansion_probability": 0.517
... | {
"annualized_noi_impact_usd": -29983,
"annualized_revenue_impact_usd": -38938,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 594145,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": -1.25,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.22
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 45.54
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.626,
"demand_pressure": 0.605,
"entitlement_friction": 0.266,
"labor_shortage": 0.873,
"portfolio_tightness": 0.332,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-108983",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "e38c9fc5-58f2-46d1-a359-fc517a7183fa"
} | {
"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": 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": false,
"growth_rate": 0.08,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 2.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 53,
"facility_id": "FAC-EBE1EFC092",
"grid_service_limit_mw": 8.39,
"gross_sqft": 536701,
"infill_site": true,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.516,
"nearby_nodes": 3,
"network_redundancy_score": 0.621,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 80.6,
"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.859,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.233... | {
"annualized_noi_impact_usd": -151924,
"annualized_revenue_impact_usd": -228324,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 747005,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.81
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.32
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.327,
"capital_availability": 0.561,
"demand_pressure": 0.339,
"entitlement_friction": 0.516,
"labor_shortage": 0.963,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-108984",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:31:00Z",
"trace_id": "90fc0350-f5d5-46c6-abad-b120663cf3d9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.243,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.428,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.31,
"battery_mwh": 9.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-FA862172CA",
"grid_service_limit_mw": 16.2,
"gross_sqft": 1252658,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.816,
"nearby_nodes": 3,
"network_redundancy_score": 0.537,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"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": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 3.72,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -310655,
"annualized_revenue_impact_usd": -402290,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 746295,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 0.33,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.55
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.344,
"capital_availability": 0.109,
"demand_pressure": 0.6,
"entitlement_friction": 0.816,
"labor_shortage": 0.863,
"portfolio_tightness": 0.691,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-108985",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:42:00Z",
"trace_id": "8de043d0-9d9e-428a-9500-19ce785b2b22"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.124,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.485,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 8.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-A537EF1686",
"grid_service_limit_mw": 27.21,
"gross_sqft": 784949,
"infill_site": false,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.686,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.219,
"nearby_nodes": 5,
"network_redundancy_score": 0.453,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 80.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.63,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.3,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -36708,
"annualized_revenue_impact_usd": -58400,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 675685,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 0.33,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.88
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.26,
"capital_availability": 0.686,
"demand_pressure": 0.356,
"entitlement_friction": 0.219,
"labor_shortage": 0.684,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108986",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "c87d522a-d2ae-46ec-98eb-68023d63f864"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"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": 0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.74,
"battery_mwh": 11.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-B4F9A4EEE5",
"grid_service_limit_mw": 15.73,
"gross_sqft": 1009998,
"infill_site": true,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.678,
"nearby_nodes": 2,
"network_redundancy_score": 0.592,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 2.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 4.98,
"tenant_expansion_probability": 0.324... | {
"annualized_noi_impact_usd": 91550,
"annualized_revenue_impact_usd": 149939,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 594918,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.59
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.58
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.203,
"capital_availability": 0.613,
"demand_pressure": 0.612,
"entitlement_friction": 0.678,
"labor_shortage": 0.572,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108987",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:46:00Z",
"trace_id": "7f75052f-2b60-4ac2-8fad-4bdbcc4aa1a9"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.003,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.314,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.34,
"battery_mwh": 4.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-C72FEE70D7",
"grid_service_limit_mw": 16.48,
"gross_sqft": 1223918,
"infill_site": false,
"lease_expiry_months": 66,... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.283,
"nearby_nodes": 5,
"network_redundancy_score": 0.501,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 221129... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 77.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": -0.72,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.105
... | {
"annualized_noi_impact_usd": -280171,
"annualized_revenue_impact_usd": -414733,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 652611,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.42,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.75
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.098,
"demand_pressure": 0.259,
"entitlement_friction": 0.283,
"labor_shortage": 0.754,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-108988",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "8dbb7dca-7ee2-41c1-a0f0-7a5f5a178814"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.6,
"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": 0.048,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.49,
"battery_mwh": 1.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-C359FDFF78",
"grid_service_limit_mw": 18.24,
"gross_sqft": 1044464,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.942,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.118,
"nearby_nodes": 3,
"network_redundancy_score": 0.41,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1104451,... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.4,
"dock_utilization_pct": 79.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.635,
"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": 2.51,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.1,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -12013,
"annualized_revenue_impact_usd": -17174,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 444734,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.96
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 23.68
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.122,
"capital_availability": 0.942,
"demand_pressure": 0.337,
"entitlement_friction": 0.118,
"labor_shortage": 0.508,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108989",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "61ff8895-8866-4a96-8198-d91d0b8a6322"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.158,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.175,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.56,
"battery_mwh": 3.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-82DF8F355E",
"grid_service_limit_mw": 16.79,
"gross_sqft": 391964,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.1,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.433,
"nearby_nodes": 7,
"network_redundancy_score": 0.376,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": 2122,
"annualized_revenue_impact_usd": 3246,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 507281,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.54
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.388,
"capital_availability": 0.1,
"demand_pressure": 0.579,
"entitlement_friction": 0.433,
"labor_shortage": 0.611,
"portfolio_tightness": 0.557,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-108990",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "c9b32c8e-f4ad-4a99-9f13-e316b78e498a"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.123,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 4.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-F267B5D997",
"grid_service_limit_mw": 19.22,
"gross_sqft": 1243340,
"infill_site": true,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.444,
"nearby_nodes": 6,
"network_redundancy_score": 0.32,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 95.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.671
} | {
"annualized_noi_impact_usd": 157913,
"annualized_revenue_impact_usd": 203776,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 557631,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.019,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.382,
"demand_pressure": 0.763,
"entitlement_friction": 0.444,
"labor_shortage": 0.727,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108991",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:17:00Z",
"trace_id": "bf657e0d-4e60-4677-870f-09272e9ddb8f"
} | {
"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": "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": 0.155,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.39,
"battery_mwh": 10.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-0C4AEBC2F9",
"grid_service_limit_mw": 12.61,
"gross_sqft": 596372,
"infill_site": true,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.815,
"nearby_nodes": 2,
"network_redundancy_score": 0.331,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -127547,
"annualized_revenue_impact_usd": -197823,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 540861,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -1.6,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.32
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.781,
"capital_availability": 0,
"demand_pressure": 0.584,
"entitlement_friction": 0.815,
"labor_shortage": 0.893,
"portfolio_tightness": 0.585,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108992",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:50:00Z",
"trace_id": "eb53c9c3-8a4b-485a-816d-234625133690"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.015,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.398,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 5.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-D0D5980C16",
"grid_service_limit_mw": 25.24,
"gross_sqft": 916977,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.234,
"nearby_nodes": 8,
"network_redundancy_score": 0.597,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -206834,
"annualized_revenue_impact_usd": -268557,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 600686,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.4,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.68
},
{
"action": "lock_power_capacity_reserva... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0.323,
"demand_pressure": 0.579,
"entitlement_friction": 0.234,
"labor_shortage": 0.562,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108993",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "6aced49b-cdc2-41ec-b7bc-a0fede5febea"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.351,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.35,
"battery_mwh": 9.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-CACCFAA6DE",
"grid_service_limit_mw": 17.89,
"gross_sqft": 943818,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.717,
"nearby_nodes": 2,
"network_redundancy_score": 0.63,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1945721... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 89321,
"annualized_revenue_impact_usd": 119885,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 612553,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.68
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.373,
"capital_availability": 0.429,
"demand_pressure": 0.86,
"entitlement_friction": 0.717,
"labor_shortage": 0.755,
"portfolio_tightness": 0.424,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-108994",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:47:00Z",
"trace_id": "59675db1-236d-4950-bbe1-067119bff7a3"
} | {
"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": "power_constraint",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.025,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.468,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.58,
"battery_mwh": 12.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-8C7BBD3393",
"grid_service_limit_mw": 20.95,
"gross_sqft": 932964,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.221,
"nearby_nodes": 4,
"network_redundancy_score": 0.735,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 548557,... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.871,
"rent_growth_30d_pct": -0.8,
"rent_growth_90d_pct": -0.03,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -260446,
"annualized_revenue_impact_usd": -437526,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 90,
"estimated_capex_usd": 577020,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.34,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.4
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.15
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.834,
"capital_availability": 0.226,
"demand_pressure": 0.327,
"entitlement_friction": 0.221,
"labor_shortage": 0.829,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-108995",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:23:00Z",
"trace_id": "f7d9d501-cebc-48ad-8d52-18ddb7bdd262"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"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": 0.147,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.326,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 9.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-61AD096A88",
"grid_service_limit_mw": 17.42,
"gross_sqft": 565294,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.525,
"nearby_nodes": 8,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 180550... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -2175,
"annualized_revenue_impact_usd": -3109,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 665573,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.18
},
{
"action": "deploy_peak_shaving",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.123,
"capital_availability": 0.572,
"demand_pressure": 0.484,
"entitlement_friction": 0.525,
"labor_shortage": 0.713,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108996",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:24:00Z",
"trace_id": "749ad876-be78-4237-89b7-be4ed0612fc2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.421,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.58,
"battery_mwh": 7.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-15032E702A",
"grid_service_limit_mw": 8.36,
"gross_sqft": 480821,
"infill_site": true,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.081,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.772,
"nearby_nodes": 6,
"network_redundancy_score": 0.671,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 125990,
"annualized_revenue_impact_usd": 215340,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 531902,
"expansion_capture_probability_post_event": 0.571,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.11
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.79
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.081,
"demand_pressure": 0.704,
"entitlement_friction": 0.772,
"labor_shortage": 0.915,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-108997",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:46:00Z",
"trace_id": "33b26749-bc79-44e5-a90b-d8a5ccddc3e7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.341,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.076,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 10.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-2923807E4F",
"grid_service_limit_mw": 27.35,
"gross_sqft": 1064170,
"infill_site": false,
"lease_expiry_months": 51,
"... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.301,
"nearby_nodes": 5,
"network_redundancy_score": 0.759,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 79019,
"annualized_revenue_impact_usd": 111609,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 533382,
"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.36
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.88
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.626,
"demand_pressure": 0.647,
"entitlement_friction": 0.301,
"labor_shortage": 0.861,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108998",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:23:00Z",
"trace_id": "c9ec83c1-aa67-44be-85eb-c261a71447e1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.281,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.66,
"battery_mwh": 6.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-1C3F0929F9",
"grid_service_limit_mw": 22.05,
"gross_sqft": 952978,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.66,
"nearby_nodes": 3,
"network_redundancy_score": 0.608,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1900608... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability": 0.508
} | {
"annualized_noi_impact_usd": -10688,
"annualized_revenue_impact_usd": -14749,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 425730,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": -0.19,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.93
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.315,
"demand_pressure": 0.505,
"entitlement_friction": 0.66,
"labor_shortage": 0.769,
"portfolio_tightness": 0.403,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-108999",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "b416d1ce-9cf2-4820-bff1-0e28e4bc9d95"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.192,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.27,
"battery_mwh": 10.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-2F2ADE15B2",
"grid_service_limit_mw": 12.18,
"gross_sqft": 526951,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.247,
"nearby_nodes": 6,
"network_redundancy_score": 0.606,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.395
} | {
"annualized_noi_impact_usd": -11690,
"annualized_revenue_impact_usd": -17358,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 403237,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": 1.58,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.26
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.648,
"demand_pressure": 0.416,
"entitlement_friction": 0.247,
"labor_shortage": 0.677,
"portfolio_tightness": 0.493,
... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.