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": 0.828,
"id": "FORGE-108200",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:06:00Z",
"trace_id": "fd1f74d1-3821-4878-b0fa-506d98c5f102"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.356,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 2.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-DCF70F1EAB",
"grid_service_limit_mw": 22.8,
"gross_sqft": 743398,
"infill_site": true,
"lease_expiry_months": 62,
"o... | {
"capital_availability": 0.103,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.296,
"nearby_nodes": 7,
"network_redundancy_score": 0.413,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 13906,
"annualized_revenue_impact_usd": 21454,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 688320,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.98
},
{
"action": "offer_preemptive_expansion_ter... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.439,
"capital_availability": 0.103,
"demand_pressure": 0.673,
"entitlement_friction": 0.296,
"labor_shortage": 0.774,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-108201",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "989fd619-ba53-4143-87ca-71a69eb9ed0f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.033,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.23,
"battery_mwh": 12.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-C92E3AB452",
"grid_service_limit_mw": 13.68,
"gross_sqft": 643925,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.602,
"nearby_nodes": 5,
"network_redundancy_score": 0.491,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 73.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 79.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 2.49,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -227735,
"annualized_revenue_impact_usd": -299725,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 522977,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.45
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.501,
"capital_availability": 0.192,
"demand_pressure": 0.308,
"entitlement_friction": 0.602,
"labor_shortage": 0.693,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108202",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "9fdbf9f6-2cbb-4718-8541-1e2bb0583127"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.436,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 5.63,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-61B0D56BF0",
"grid_service_limit_mw": 13.02,
"gross_sqft": 982681,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.388,
"nearby_nodes": 8,
"network_redundancy_score": 0.561,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.588
} | {
"annualized_noi_impact_usd": -11914,
"annualized_revenue_impact_usd": -16461,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 737243,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 1.94,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.05
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.492,
"capital_availability": 0.139,
"demand_pressure": 0.629,
"entitlement_friction": 0.388,
"labor_shortage": 0.673,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-108203",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:50:00Z",
"trace_id": "4696ed0d-99c3-48a7-9b46-ea92c6661b10"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.052,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 0.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-5E1BAA0495",
"grid_service_limit_mw": 21.3,
"gross_sqft": 475716,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.715,
"nearby_nodes": 5,
"network_redundancy_score": 0.843,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1489365... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"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": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": -0.17,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -59419,
"annualized_revenue_impact_usd": -87963,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 416767,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -2.4,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.88
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.347,
"demand_pressure": 0.43,
"entitlement_friction": 0.715,
"labor_shortage": 0.569,
"portfolio_tightness": 0.486,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-108204",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:55:00Z",
"trace_id": "49fdafab-ead1-48a7-9029-794eb0a0d0a0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": "50m_100m",
"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": "high",
"risk_of_churn": 0.283,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.5,
"battery_mwh": 3.8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-C45A74A22C",
"grid_service_limit_mw": 19.37,
"gross_sqft": 1010694,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.283,
"nearby_nodes": 4,
"network_redundancy_score": 0.711,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -123222,
"annualized_revenue_impact_usd": -172332,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 566316,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.67
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.564,
"capital_availability": 0.424,
"demand_pressure": 0.467,
"entitlement_friction": 0.283,
"labor_shortage": 1,
"portfolio_tightness": 0.511,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108205",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "f7c7e36f-4bb0-4ac0-9470-010d2b468cc8"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.246,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 6.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-A8DA792B85",
"grid_service_limit_mw": 16.09,
"gross_sqft": 792408,
"infill_site": false,
"lease_expiry_months": 52,
"occup... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.612,
"nearby_nodes": 7,
"network_redundancy_score": 0.621,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.387
... | {
"annualized_noi_impact_usd": -98503,
"annualized_revenue_impact_usd": -156173,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 662357,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -0.06,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.25
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.163,
"demand_pressure": 0.432,
"entitlement_friction": 0.612,
"labor_shortage": 0.601,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108206",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:34:00Z",
"trace_id": "f0f5b4f2-39a4-407c-a267-88c2d62d0ab5"
} | {
"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": 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": -0.017,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.75,
"battery_mwh": 6.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-2C39DEDC34",
"grid_service_limit_mw": 10.98,
"gross_sqft": 239281,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.141,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.103,
"nearby_nodes": 7,
"network_redundancy_score": 0.472,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.63,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": -0.14,
"rent_growth_90d_pct": -0.42,
"tenant_expansion_probability": 0.121
} | {
"annualized_noi_impact_usd": -54403,
"annualized_revenue_impact_usd": -89452,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 545183,
"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -3.08,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.96
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.141,
"demand_pressure": 0.448,
"entitlement_friction": 0.103,
"labor_shortage": 0.751,
"portfolio_tightness": 0.344,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-108207",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "73becd55-5d68-409a-a461-327c26663f52"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.331,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.093,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 7.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-D86C1FD43A",
"grid_service_limit_mw": 22.82,
"gross_sqft": 1136304,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.477,
"nearby_nodes": 4,
"network_redundancy_score": 0.466,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -2714,
"annualized_revenue_impact_usd": -4078,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 692864,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.86
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.367,
"capital_availability": 0.628,
"demand_pressure": 0.495,
"entitlement_friction": 0.477,
"labor_shortage": 0.938,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108208",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "9d071b08-2912-42a8-a743-9a14daef2655"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.204,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.225,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.81,
"battery_mwh": 0.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-6649DC5C4B",
"grid_service_limit_mw": 10.01,
"gross_sqft": 524436,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.606,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.903,
"nearby_nodes": 6,
"network_redundancy_score": 0.874,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 181... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.5,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -72293,
"annualized_revenue_impact_usd": -99710,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 745766,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 39.43
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.39
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.606,
"demand_pressure": 0.513,
"entitlement_friction": 0.903,
"labor_shortage": 1,
"portfolio_tightness": 0.699,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-108209",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:41:00Z",
"trace_id": "3938efce-1fad-4ff7-84b3-d1430167e3d3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.119,
"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_tar... | {
"automation_penetration": 0.54,
"battery_mwh": 10.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-1B94C9CC1B",
"grid_service_limit_mw": 13,
"gross_sqft": 854043,
"infill_site": true,
"lease_expiry_months": 29,
"occupan... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.526,
"nearby_nodes": 7,
"network_redundancy_score": 0.701,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 77.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.365
... | {
"annualized_noi_impact_usd": -101897,
"annualized_revenue_impact_usd": -166565,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 629522,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -1.31,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.11
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.45
},
{
"action": "defer_noncritical_projects",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.2,
"demand_pressure": 0.323,
"entitlement_friction": 0.526,
"labor_shortage": 0.789,
"portfolio_tightness": 0.542,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-108210",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "f387b7c2-6246-4ed3-b0fd-61daac34638f"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.384,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.419,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.21,
"battery_mwh": 4.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-F1C3DF8EDD",
"grid_service_limit_mw": 16.83,
"gross_sqft": 272462,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.157,
"nearby_nodes": 7,
"network_redundancy_score": 0.312,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 77.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 5.46,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 30454,
"annualized_revenue_impact_usd": 44923,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 584372,
"expansion_capture_probability_post_event": 0.628,
"lease_rate_change_pct": 4.39,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.86
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0.2,
"demand_pressure": 0.637,
"entitlement_friction": 0.157,
"labor_shortage": 0.493,
"portfolio_tightness": 0.536,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-108211",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "1e3f30a7-45e0-480d-bbac-8edead34b487"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.374,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.66,
"battery_mwh": 4.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-36B7A563F7",
"grid_service_limit_mw": 26.24,
"gross_sqft": 1235619,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.498,
"nearby_nodes": 5,
"network_redundancy_score": 0.678,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 156315,
"annualized_revenue_impact_usd": 224595,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 361790,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 2.74,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.2
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.656,
"capital_availability": 0.59,
"demand_pressure": 0.697,
"entitlement_friction": 0.498,
"labor_shortage": 0.837,
"portfolio_tightness": 0.497,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108212",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "d68ac3dd-74e8-47a0-a184-21dc68440bc4"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.236,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.287,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.53,
"battery_mwh": 2.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-E91ED7EF6F",
"grid_service_limit_mw": 12.39,
"gross_sqft": 592725,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.316,
"nearby_nodes": 2,
"network_redundancy_score": 0.771,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 3.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 4.75,
"rent_growth_90d_pct": 6.27,
"tenant_expansion_probability": 0.581
} | {
"annualized_noi_impact_usd": 128511,
"annualized_revenue_impact_usd": 181189,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 463453,
"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.71
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.185,
"capital_availability": 0.29,
"demand_pressure": 0.575,
"entitlement_friction": 0.316,
"labor_shortage": 0.8,
"portfolio_tightness": 0.627,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108213",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:15:00Z",
"trace_id": "30fe55f0-5b8c-4187-8745-bafe95b04167"
} | {
"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,
"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": 0.245,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 0.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-E1A838EC5C",
"grid_service_limit_mw": 18.61,
"gross_sqft": 644380,
"infill_site": false,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.457,
"nearby_nodes": 5,
"network_redundancy_score": 0.785,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 83.2,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -3370,
"annualized_revenue_impact_usd": -4461,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 420373,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 1.67,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.45
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.26,
"capital_availability": 0.579,
"demand_pressure": 0.526,
"entitlement_friction": 0.457,
"labor_shortage": 0.604,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108214",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "4f5f75ab-9d4a-4368-a40d-2488c46e32dc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"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": 0.183,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.123,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.36,
"battery_mwh": 4.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-EA297CDDE5",
"grid_service_limit_mw": 10.13,
"gross_sqft": 1024234,
"infill_site": false,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.734,
"nearby_nodes": 4,
"network_redundancy_score": 0.338,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -110831,
"annualized_revenue_impact_usd": -156136,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 692686,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.73
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.535,
"capital_availability": 0.431,
"demand_pressure": 0.525,
"entitlement_friction": 0.734,
"labor_shortage": 1,
"portfolio_tightness": 0.619,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-108215",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "19eeb13e-9da9-45a5-9434-c181ee5c9183"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.073,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.441,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.55,
"battery_mwh": 8.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-BBC1079A7D",
"grid_service_limit_mw": 21.4,
"gross_sqft": 216582,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.486,
"nearby_nodes": 2,
"network_redundancy_score": 0.543,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.258
... | {
"annualized_noi_impact_usd": -32243,
"annualized_revenue_impact_usd": -54477,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 415775,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.31,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.48
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0.598,
"demand_pressure": 0.491,
"entitlement_friction": 0.486,
"labor_shortage": 0.822,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108216",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:16:00Z",
"trace_id": "d0ae9f2a-67c5-4237-a411-b4ded4abe966"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.21,
"battery_mwh": 0.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-95461EE021",
"grid_service_limit_mw": 15.27,
"gross_sqft": 882279,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.533,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.553,
"nearby_nodes": 5,
"network_redundancy_score": 0.489,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 73.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 26.7,
"dock_utilization_pct": 78.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.631,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -90154,
"annualized_revenue_impact_usd": -144910,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 467165,
"expansion_capture_probability_post_event": 0.167,
"lease_rate_change_pct": -1.97,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.22
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.42
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.533,
"demand_pressure": 0.278,
"entitlement_friction": 0.553,
"labor_shortage": 0.505,
"portfolio_tightness": 0.37,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-108217",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:49:00Z",
"trace_id": "c0e450f8-d741-4326-a6b7-926f23d7cbe4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.039,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.39,
"battery_mwh": 9.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-87A2ACD329",
"grid_service_limit_mw": 8.83,
"gross_sqft": 1454448,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.722,
"nearby_nodes": 4,
"network_redundancy_score": 0.849,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -485515,
"annualized_revenue_impact_usd": -806362,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 636215,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.43
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.04
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.507,
"capital_availability": 0.528,
"demand_pressure": 0.442,
"entitlement_friction": 0.722,
"labor_shortage": 0.94,
"portfolio_tightness": 0.624,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-108218",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "ce2a4913-ec2d-41db-a6cd-13fca320c765"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.239,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.63,
"battery_mwh": 10.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-690CF5E57A",
"grid_service_limit_mw": 8.81,
"gross_sqft": 729136,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.462,
"nearby_nodes": 8,
"network_redundancy_score": 0.647,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 181... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": -9707,
"annualized_revenue_impact_usd": -16326,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 444359,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.769,
"capital_availability": 0.286,
"demand_pressure": 0.522,
"entitlement_friction": 0.462,
"labor_shortage": 1,
"portfolio_tightness": 0.634,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-108219",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:08:00Z",
"trace_id": "64518d67-85f1-429d-9dda-2280d2b01d56"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"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": 0.054,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.26,
"battery_mwh": 7.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-899CDE4E12",
"grid_service_limit_mw": 18.71,
"gross_sqft": 1003093,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.73,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.695,
"nearby_nodes": 7,
"network_redundancy_score": 0.602,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 331881,... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -88121,
"annualized_revenue_impact_usd": -130105,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 702328,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -2.42,
"occupancy_shift": 0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.18
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.85
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.73,
"demand_pressure": 0.367,
"entitlement_friction": 0.695,
"labor_shortage": 0.709,
"portfolio_tightness": 0.411,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-108220",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "9386e377-2e23-4797-afab-9c3eaf6259de"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.396,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.33,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.44,
"battery_mwh": 9.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-7D3B665699",
"grid_service_limit_mw": 22.53,
"gross_sqft": 986023,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.804,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.327,
"nearby_nodes": 6,
"network_redundancy_score": 0.667,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 186707... | [
{
"appointment_fill_pct": 94,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 88.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 2.35,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 4.37,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": 0.73
} | {
"annualized_noi_impact_usd": 197687,
"annualized_revenue_impact_usd": 268572,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 442806,
"expansion_capture_probability_post_event": 0.703,
"lease_rate_change_pct": 2.88,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.09
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.27
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.804,
"demand_pressure": 0.801,
"entitlement_friction": 0.327,
"labor_shortage": 0.526,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108221",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:20:00Z",
"trace_id": "4b821a2b-a431-4ee6-a915-cece47158fff"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.333,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.78,
"battery_mwh": 0.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-35884FA6DE",
"grid_service_limit_mw": 11.16,
"gross_sqft": 920126,
"infill_site": true,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.833,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.275,
"nearby_nodes": 3,
"network_redundancy_score": 0.827,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.679
} | {
"annualized_noi_impact_usd": 283749,
"annualized_revenue_impact_usd": 460952,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 302063,
"expansion_capture_probability_post_event": 0.666,
"lease_rate_change_pct": 3.93,
"occupancy_shift": 0.042,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.62
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.154,
"capital_availability": 0.833,
"demand_pressure": 0.691,
"entitlement_friction": 0.275,
"labor_shortage": 0.481,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108222",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "8ff4c0ee-92aa-42f5-9edf-7693147d4c3e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"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": -0.025,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.54,
"battery_mwh": 4.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-B33B2B76F9",
"grid_service_limit_mw": 9.15,
"gross_sqft": 409099,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.79,
"nearby_nodes": 5,
"network_redundancy_score": 0.757,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 79.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -90926,
"annualized_revenue_impact_usd": -139206,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 575289,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -2.86,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.51
},
{
"action": "activate_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.755,
"capital_availability": 0.188,
"demand_pressure": 0.245,
"entitlement_friction": 0.79,
"labor_shortage": 0.881,
"portfolio_tightness": 0.691,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-108223",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:38:00Z",
"trace_id": "e9eb8f08-4d90-4cd2-97d4-05c932217c3c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.281,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.46,
"battery_mwh": 9.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-5A3D8EB07F",
"grid_service_limit_mw": 9.79,
"gross_sqft": 534107,
"infill_site": true,
"lease_expiry_months": 31,
"... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.352,
"nearby_nodes": 7,
"network_redundancy_score": 0.437,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 193... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 88.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 5.61,
"rent_growth_90d_pct": 4.97,
"tenant_expansion_probability": 0.634
... | {
"annualized_noi_impact_usd": 163861,
"annualized_revenue_impact_usd": 237040,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 575796,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.022,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.6
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.527,
"capital_availability": 0.29,
"demand_pressure": 0.711,
"entitlement_friction": 0.352,
"labor_shortage": 0.761,
"portfolio_tightness": 0.714,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-108224",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:17:00Z",
"trace_id": "636f3e6b-67fc-43f7-9dab-14186b191f6a"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.012,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 2.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-3203036E98",
"grid_service_limit_mw": 25.74,
"gross_sqft": 632395,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.228,
"nearby_nodes": 6,
"network_redundancy_score": 0.472,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.178
} | {
"annualized_noi_impact_usd": -52260,
"annualized_revenue_impact_usd": -80179,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 369051,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.84
},
{
"action": "activate_temp_labor",
"reason": "la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0.119,
"demand_pressure": 0.644,
"entitlement_friction": 0.228,
"labor_shortage": 0.847,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-108225",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "93c52fde-af9d-4c57-8ab5-69e626f0073a"
} | {
"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": "power_constraint",
"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": 0.037,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.65,
"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-BDAB6E874F",
"grid_service_limit_mw": 20.03,
"gross_sqft": 807147,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.146,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.432,
"nearby_nodes": 2,
"network_redundancy_score": 0.743,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 80.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -87130,
"annualized_revenue_impact_usd": -116432,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 435159,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.69
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.146,
"demand_pressure": 0.358,
"entitlement_friction": 0.432,
"labor_shortage": 0.679,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108226",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "ef31dfba-f4b5-45f5-b5ea-aaebabb89edc"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.333,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.432,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.24,
"battery_mwh": 4.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-06B50CE43F",
"grid_service_limit_mw": 15.14,
"gross_sqft": 954687,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.323,
"nearby_nodes": 7,
"network_redundancy_score": 0.772,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.573
} | {
"annualized_noi_impact_usd": 40483,
"annualized_revenue_impact_usd": 66054,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 574242,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 2.65,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.23
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.827,
"capital_availability": 0.402,
"demand_pressure": 0.606,
"entitlement_friction": 0.323,
"labor_shortage": 0.961,
"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108227",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:27:00Z",
"trace_id": "b90cd776-3293-48c3-8265-cf71494d5b2f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 4.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-32369D0C51",
"grid_service_limit_mw": 14.07,
"gross_sqft": 696050,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.683,
"nearby_nodes": 5,
"network_redundancy_score": 0.835,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 413547,
... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": -0.24,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -141152,
"annualized_revenue_impact_usd": -198750,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 605098,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.36
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.14
},
{
"action": "delay_spec_development",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.492,
"capital_availability": 0.293,
"demand_pressure": 0.443,
"entitlement_friction": 0.683,
"labor_shortage": 0.828,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108228",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:53:00Z",
"trace_id": "c137b060-84f3-4c30-85a1-8f60f4567e5b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"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": 0.081,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.57,
"battery_mwh": 9.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-088B8D9E87",
"grid_service_limit_mw": 14.74,
"gross_sqft": 1328251,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.936,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.431,
"nearby_nodes": 8,
"network_redundancy_score": 0.751,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 678707... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.367... | {
"annualized_noi_impact_usd": 40023,
"annualized_revenue_impact_usd": 60806,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 439473,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.47
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.88
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.198,
"capital_availability": 0.936,
"demand_pressure": 0.505,
"entitlement_friction": 0.431,
"labor_shortage": 0.755,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108229",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "5662237b-29d7-4f11-9a50-de4f8552d86e"
} | {
"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,
"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": -0.018,
"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,
"servic... | {
"automation_penetration": 0.72,
"battery_mwh": 0.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-4837F55DFE",
"grid_service_limit_mw": 11.22,
"gross_sqft": 1347724,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.24,
"nearby_nodes": 7,
"network_redundancy_score": 0.621,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -423789,
"annualized_revenue_impact_usd": -584746,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 578092,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -1.23,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.12
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.84
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.459,
"demand_pressure": 0.321,
"entitlement_friction": 0.24,
"labor_shortage": 0.811,
"portfolio_tightness": 0.589,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-108230",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "eac8ff34-bd40-4232-a7de-9c9a97db8df6"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.426,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.281,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.19,
"battery_mwh": 8.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-D3486EC30A",
"grid_service_limit_mw": 16.02,
"gross_sqft": 568191,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.763,
"nearby_nodes": 2,
"network_redundancy_score": 0.845,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 89.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 4.62,
"rent_growth_90d_pct": 6.76,
"tenant_expansion_probability": 0.74
} | {
"annualized_noi_impact_usd": 215244,
"annualized_revenue_impact_usd": 339207,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 735540,
"expansion_capture_probability_post_event": 0.665,
"lease_rate_change_pct": 4.59,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.4
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.415,
"capital_availability": 0.354,
"demand_pressure": 0.84,
"entitlement_friction": 0.763,
"labor_shortage": 0.826,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-108231",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "f44ad66a-5fd3-42b5-9c58-8aa79d6ca39f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.116,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.27,
"battery_mwh": 8.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-C1CC28BFE6",
"grid_service_limit_mw": 6.63,
"gross_sqft": 1449109,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.643,
"nearby_nodes": 5,
"network_redundancy_score": 0.336,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 584... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.6,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 5.15,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -115631,
"annualized_revenue_impact_usd": -189809,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 522768,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.48
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.484,
"demand_pressure": 0.432,
"entitlement_friction": 0.643,
"labor_shortage": 0.764,
"portfolio_tightness": 0.719,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-108232",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:09:00Z",
"trace_id": "239a2a40-b49f-4b3e-9671-1a758e3411bf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.208,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.488,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.5,
"battery_mwh": 0.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-C1550DE91E",
"grid_service_limit_mw": 22.92,
"gross_sqft": 1201936,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.189,
"nearby_nodes": 5,
"network_redundancy_score": 0.427,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 495988... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": -0.04,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.365
... | {
"annualized_noi_impact_usd": -63449,
"annualized_revenue_impact_usd": -106634,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 507804,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.97,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.69
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.5
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0.499,
"demand_pressure": 0.525,
"entitlement_friction": 0.189,
"labor_shortage": 0.633,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108233",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:04:00Z",
"trace_id": "7c46aa0f-18d2-4fdd-9821-ea9a800cace2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.157,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.17,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 9.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-F050C7BC55",
"grid_service_limit_mw": 13.07,
"gross_sqft": 934487,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.326,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.246,
"nearby_nodes": 4,
"network_redundancy_score": 0.628,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -72524,
"annualized_revenue_impact_usd": -111787,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 397389,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.4
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.326,
"demand_pressure": 0.625,
"entitlement_friction": 0.246,
"labor_shortage": 0.605,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-108234",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:24:00Z",
"trace_id": "c26a5152-cc16-422b-b2f3-9c69893896e4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.013,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 1.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-46460F297F",
"grid_service_limit_mw": 21.57,
"gross_sqft": 533437,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.397,
"nearby_nodes": 4,
"network_redundancy_score": 0.474,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.195
... | {
"annualized_noi_impact_usd": -149073,
"annualized_revenue_impact_usd": -237098,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 531062,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.53
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.669,
"capital_availability": 0.647,
"demand_pressure": 0.299,
"entitlement_friction": 0.397,
"labor_shortage": 1,
"portfolio_tightness": 0.495,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.722,
"id": "FORGE-108235",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:56:00Z",
"trace_id": "e1005ffb-1fcd-4f46-8495-d54d83add4a8"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.377,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.166,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.75,
"battery_mwh": 7.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-A561B60140",
"grid_service_limit_mw": 14.32,
"gross_sqft": 1390422,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.348,
"nearby_nodes": 4,
"network_redundancy_score": 0.41,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 162... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 296420,
"annualized_revenue_impact_usd": 441329,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 420065,
"expansion_capture_probability_post_event": 0.654,
"lease_rate_change_pct": 3.84,
"occupancy_shift": 0.031,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.34
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.78
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.457,
"demand_pressure": 0.626,
"entitlement_friction": 0.348,
"labor_shortage": 0.641,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108236",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:46:00Z",
"trace_id": "bfc2ddf6-da75-486b-ae74-a49e75e518ef"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.4,
"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": 0.39,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.36,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 9.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-7590AF650C",
"grid_service_limit_mw": 9.78,
"gross_sqft": 702833,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.586,
"nearby_nodes": 3,
"network_redundancy_score": 0.377,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 30... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 88.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.873,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 5.32,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 57700,
"annualized_revenue_impact_usd": 97629,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 698325,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 56.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.17
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.856,
"capital_availability": 0.592,
"demand_pressure": 0.714,
"entitlement_friction": 0.586,
"labor_shortage": 1,
"portfolio_tightness": 0.713,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108237",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "c753c088-783e-48c9-aa45-981ccd9ae2c3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.366,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.5,
"battery_mwh": 0.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-DBD1530EB6",
"grid_service_limit_mw": 15.88,
"gross_sqft": 657394,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.117,
"nearby_nodes": 4,
"network_redundancy_score": 0.39,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1010... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 4.32,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.682
} | {
"annualized_noi_impact_usd": 71915,
"annualized_revenue_impact_usd": 107614,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 372004,
"expansion_capture_probability_post_event": 0.664,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.67
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.111,
"capital_availability": 0.358,
"demand_pressure": 0.705,
"entitlement_friction": 0.117,
"labor_shortage": 0.731,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108238",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "78cec888-0f49-4095-963d-45042cc425c7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.363,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.19,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.52,
"battery_mwh": 6.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-52C971AB88",
"grid_service_limit_mw": 14.28,
"gross_sqft": 1056202,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.741,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.202,
"nearby_nodes": 4,
"network_redundancy_score": 0.371,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 85,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.65... | {
"annualized_noi_impact_usd": 246226,
"annualized_revenue_impact_usd": 371296,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 540589,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 2.67,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.11
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.15
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.209,
"capital_availability": 0.741,
"demand_pressure": 0.643,
"entitlement_friction": 0.202,
"labor_shortage": 0.57,
"portfolio_tightness": 0.348,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-108239",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "86c9da01-1a6c-406c-9598-837684463218"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"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": 0.183,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.127,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.82,
"battery_mwh": 12.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-B0F0100D97",
"grid_service_limit_mw": 15.53,
"gross_sqft": 555216,
"infill_site": true,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.514,
"nearby_nodes": 2,
"network_redundancy_score": 0.482,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": 2418,
"annualized_revenue_impact_usd": 3605,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 425429,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.99
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.199,
"demand_pressure": 0.516,
"entitlement_friction": 0.514,
"labor_shortage": 0.526,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-108240",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:09:00Z",
"trace_id": "e6fdbafd-fb92-4e6c-89b9-9796b6f6e457"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.275,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.137,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.29,
"battery_mwh": 11.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-2167AC80EE",
"grid_service_limit_mw": 22.87,
"gross_sqft": 642643,
"infill_site": false,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.701,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.375,
"nearby_nodes": 8,
"network_redundancy_score": 0.714,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1775939,... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 51926,
"annualized_revenue_impact_usd": 82286,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 430043,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.25
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.65
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.433,
"capital_availability": 0.701,
"demand_pressure": 0.891,
"entitlement_friction": 0.375,
"labor_shortage": 0.667,
"portfolio_tightness": 0.399,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108241",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:28:00Z",
"trace_id": "5e532606-49dc-40c6-9995-de6108d6b80c"
} | {
"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": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.016,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.72,
"battery_mwh": 3.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-D07D1C4790",
"grid_service_limit_mw": 23.5,
"gross_sqft": 801902,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.727,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.346,
"nearby_nodes": 7,
"network_redundancy_score": 0.749,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1336478... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.301
} | {
"annualized_noi_impact_usd": -19708,
"annualized_revenue_impact_usd": -28898,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 476622,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.95,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.93
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 22.77
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.275,
"capital_availability": 0.727,
"demand_pressure": 0.337,
"entitlement_friction": 0.346,
"labor_shortage": 0.548,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.891,
"id": "FORGE-108242",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "a7fa6691-1f61-41b0-a6c3-7d9509742c6f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"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": 0.423,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.269,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 8.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-7E3379DE49",
"grid_service_limit_mw": 14.52,
"gross_sqft": 770003,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.319,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.542,
"nearby_nodes": 3,
"network_redundancy_score": 0.808,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 166818... | [
{
"appointment_fill_pct": 95.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 64331,
"annualized_revenue_impact_usd": 87010,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 520825,
"expansion_capture_probability_post_event": 0.561,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 48.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 45.6
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.319,
"demand_pressure": 0.857,
"entitlement_friction": 0.542,
"labor_shortage": 0.74,
"portfolio_tightness": 0.503,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108243",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "953862a7-0e87-410b-a8a0-9bcc57613c46"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.173,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 11.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-625AC98AEB",
"grid_service_limit_mw": 23.09,
"gross_sqft": 479471,
"infill_site": false,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.938,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.182,
"nearby_nodes": 7,
"network_redundancy_score": 0.556,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 87,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 35432,
"annualized_revenue_impact_usd": 60339,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 537234,
"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.31
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.02
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.217,
"capital_availability": 0.938,
"demand_pressure": 0.509,
"entitlement_friction": 0.182,
"labor_shortage": 0.603,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-108244",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:21:00Z",
"trace_id": "b58f4735-4dc7-4ea2-acd2-5b2648f681b5"
} | {
"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": 8.5,
"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": 0.161,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 4.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-EC8414D559",
"grid_service_limit_mw": 20.74,
"gross_sqft": 336747,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.606,
"nearby_nodes": 8,
"network_redundancy_score": 0.448,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 915734... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": -0.31,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -52414,
"annualized_revenue_impact_usd": -67374,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 722185,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -2.62,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.87
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.51
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.347,
"demand_pressure": 0.505,
"entitlement_friction": 0.606,
"labor_shortage": 0.766,
"portfolio_tightness": 0.412,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-108245",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:20:00Z",
"trace_id": "2088b36f-3f7e-4203-baa2-1584f578ce16"
} | {
"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": false,
"growth_rate": 0.179,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.59,
"battery_mwh": 1.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-8A125E5483",
"grid_service_limit_mw": 20.87,
"gross_sqft": 1005390,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.207,
"nearby_nodes": 6,
"network_redundancy_score": 0.564,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 909431... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.865,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -185188,
"annualized_revenue_impact_usd": -255621,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 695653,
"expansion_capture_probability_post_event": 0.195,
"lease_rate_change_pct": -1.24,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.78
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.703,
"demand_pressure": 0.435,
"entitlement_friction": 0.207,
"labor_shortage": 1,
"portfolio_tightness": 0.393,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-108246",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "cc582ae8-a813-4825-902f-40974ae649be"
} | {
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.155,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.37,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.79,
"battery_mwh": 10.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-943E3AEF6F",
"grid_service_limit_mw": 13.77,
"gross_sqft": 1045912,
"infill_site": true,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0.045,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.395,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.295,
"nearby_nodes": 2,
"network_redundancy_score": 0.746,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1705647... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.331... | {
"annualized_noi_impact_usd": -56802,
"annualized_revenue_impact_usd": -96487,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 505994,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": 1.06,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.34
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.847,
"capital_availability": 0.045,
"demand_pressure": 0.51,
"entitlement_friction": 0.295,
"labor_shortage": 0.77,
"portfolio_tightness": 0.496,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-108247",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:10:00Z",
"trace_id": "b1f9528c-11ea-4178-ad23-69ad25425f65"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.052,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.207,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.78,
"battery_mwh": 7.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-5E2EF862C0",
"grid_service_limit_mw": 11.46,
"gross_sqft": 502161,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.765,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.343,
"nearby_nodes": 6,
"network_redundancy_score": 0.762,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 6442... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -144576,
"annualized_revenue_impact_usd": -211494,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 575924,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.72
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0.28,
"demand_pressure": 0.454,
"entitlement_friction": 0.343,
"labor_shortage": 0.82,
"portfolio_tightness": 0.635,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108248",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:52:00Z",
"trace_id": "3aad3775-79c3-42e4-8b69-823c1d621ae4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.212,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.64,
"battery_mwh": 12.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-EE63E157A5",
"grid_service_limit_mw": 13.03,
"gross_sqft": 789144,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.046,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.525,
"nearby_nodes": 5,
"network_redundancy_score": 0.48,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 169... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": 18102,
"annualized_revenue_impact_usd": 25236,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 396243,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.66
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.046,
"demand_pressure": 0.809,
"entitlement_friction": 0.525,
"labor_shortage": 0.561,
"portfolio_tightness": 0.34,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108249",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "5b0d9100-108e-4b43-a1ff-35f24b00dbba"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.263,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.46,
"battery_mwh": 5.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-1D5032DA62",
"grid_service_limit_mw": 10.66,
"gross_sqft": 737054,
"infill_site": false,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.688,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.47,
"nearby_nodes": 4,
"network_redundancy_score": 0.629,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.393
} | {
"annualized_noi_impact_usd": -76031,
"annualized_revenue_impact_usd": -104059,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 737837,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": 0.27,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.77
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.34
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.275,
"capital_availability": 0.688,
"demand_pressure": 0.508,
"entitlement_friction": 0.47,
"labor_shortage": 0.716,
"portfolio_tightness": 0.361,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-108250",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "d7d6918d-02b3-40ec-9bcc-2c594de7d422"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.099,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.195,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.56,
"battery_mwh": 5.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-6BD78580F5",
"grid_service_limit_mw": 14.82,
"gross_sqft": 1038233,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.315,
"nearby_nodes": 6,
"network_redundancy_score": 0.512,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -138448,
"annualized_revenue_impact_usd": -233194,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 626994,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -2.77,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.08
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.562,
"capital_availability": 0.623,
"demand_pressure": 0.296,
"entitlement_friction": 0.315,
"labor_shortage": 1,
"portfolio_tightness": 0.536,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108251",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "95af3037-5d89-4309-b29b-81d36db352db"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.382,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 10.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-BA4A41B6D9",
"grid_service_limit_mw": 12.11,
"gross_sqft": 447854,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.438,
"nearby_nodes": 7,
"network_redundancy_score": 0.761,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 87.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.705
} | {
"annualized_noi_impact_usd": 101210,
"annualized_revenue_impact_usd": 158692,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 352738,
"expansion_capture_probability_post_event": 0.68,
"lease_rate_change_pct": 4.09,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.36
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.441,
"demand_pressure": 0.782,
"entitlement_friction": 0.438,
"labor_shortage": 0.621,
"portfolio_tightness": 0.367,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108252",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "26d50c64-95bc-435e-82f6-212049fcfc76"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.006,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.462,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.3,
"battery_mwh": 0.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-491ABDC5F7",
"grid_service_limit_mw": 26.08,
"gross_sqft": 821768,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.332,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.408,
"nearby_nodes": 7,
"network_redundancy_score": 0.33,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 79.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.148
... | {
"annualized_noi_impact_usd": -124370,
"annualized_revenue_impact_usd": -194075,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 652982,
"expansion_capture_probability_post_event": 0.046,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.49
},
{
"action": "activate_temp_labor",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.658,
"capital_availability": 0.332,
"demand_pressure": 0.286,
"entitlement_friction": 0.408,
"labor_shortage": 0.752,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-108253",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:15:00Z",
"trace_id": "a271a7a8-443b-4094-b97f-397f9dc227dc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.107,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.37,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-F2F61E9A20",
"grid_service_limit_mw": 8.05,
"gross_sqft": 474901,
"infill_site": true,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.59,
"nearby_nodes": 4,
"network_redundancy_score": 0.385,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 147... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -121341,
"annualized_revenue_impact_usd": -197738,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 725272,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.89
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.362,
"capital_availability": 0.579,
"demand_pressure": 0.319,
"entitlement_friction": 0.59,
"labor_shortage": 0.853,
"portfolio_tightness": 0.672,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-108254",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "2f939b81-f5d0-4d2e-a773-142df15b2d66"
} | {
"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": 6.8,
"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": -0.034,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.36,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.58,
"battery_mwh": 3.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-758287EB8A",
"grid_service_limit_mw": 16.57,
"gross_sqft": 830808,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.827,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.672,
"nearby_nodes": 8,
"network_redundancy_score": 0.418,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -5523,
"annualized_revenue_impact_usd": -7555,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 343867,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.58
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.78
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0.827,
"demand_pressure": 0.576,
"entitlement_friction": 0.672,
"labor_shortage": 0.582,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108255",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:56:00Z",
"trace_id": "a5f32323-caa6-4774-a4f5-6dc629349c24"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.296,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.82,
"service_level_target": 0.9... | {
"automation_penetration": 0.25,
"battery_mwh": 8.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-CE9B96A7F9",
"grid_service_limit_mw": 19.43,
"gross_sqft": 1459099,
"infill_site": false,
"lease_expiry_months": 63,... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.11,
"nearby_nodes": 8,
"network_redundancy_score": 0.677,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 143439,
"annualized_revenue_impact_usd": 202261,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 447687,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 2.97,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.91
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.668,
"demand_pressure": 0.648,
"entitlement_friction": 0.11,
"labor_shortage": 0.89,
"portfolio_tightness": 0.527,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-108256",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:21:00Z",
"trace_id": "9dbd63ef-502d-417d-b651-c7ae6f0d67ec"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.397,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 9.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-FAC6E43405",
"grid_service_limit_mw": 10.03,
"gross_sqft": 1227179,
"infill_site": false,
"lease_expiry_months": 43,
"o... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.1,
"nearby_nodes": 4,
"network_redundancy_score": 0.652,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 363... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.59... | {
"annualized_noi_impact_usd": 140461,
"annualized_revenue_impact_usd": 208853,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 517853,
"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 2.28,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.57
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.513,
"demand_pressure": 0.696,
"entitlement_friction": 0.1,
"labor_shortage": 0.984,
"portfolio_tightness": 0.433,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-108257",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "8f5876db-902a-477a-b16d-c9f38ba96eac"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.407,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.45,
"battery_mwh": 1.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-4CD9A363CB",
"grid_service_limit_mw": 11.4,
"gross_sqft": 917484,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.451,
"nearby_nodes": 8,
"network_redundancy_score": 0.573,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 57.2,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 4.34,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 331417,
"annualized_revenue_impact_usd": 521535,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 396679,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.67,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.1
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0.242,
"demand_pressure": 0.938,
"entitlement_friction": 0.451,
"labor_shortage": 0.872,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-108258",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "abb6da38-a3b0-45df-8d16-841b931750ea"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.412,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.365,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.25,
"battery_mwh": 6.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-3AEC1C2237",
"grid_service_limit_mw": 9.06,
"gross_sqft": 236832,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.837,
"nearby_nodes": 7,
"network_redundancy_score": 0.523,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 596... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 88.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"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": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.1,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 5.48,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 38567,
"annualized_revenue_impact_usd": 65920,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 560111,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 3.29,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.64
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.414,
"demand_pressure": 0.752,
"entitlement_friction": 0.837,
"labor_shortage": 0.885,
"portfolio_tightness": 0.615,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108259",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:39:00Z",
"trace_id": "33a2bd42-e0db-4a6e-946d-cc82c4372378"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"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": 0.035,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.346,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.52,
"battery_mwh": 7.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-A7A605E87D",
"grid_service_limit_mw": 9.98,
"gross_sqft": 1001339,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.419,
"nearby_nodes": 3,
"network_redundancy_score": 0.463,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1041... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.367
} | {
"annualized_noi_impact_usd": 43437,
"annualized_revenue_impact_usd": 59223,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 500029,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.28
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.641,
"demand_pressure": 0.42,
"entitlement_friction": 0.419,
"labor_shortage": 1,
"portfolio_tightness": 0.612,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-108260",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:48:00Z",
"trace_id": "36d1dd1d-7836-4a5c-abba-f62e06f2f2df"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.04,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.72,
"battery_mwh": 10.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-23B769CD50",
"grid_service_limit_mw": 8.98,
"gross_sqft": 1433173,
"infill_site": true,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.773,
"nearby_nodes": 5,
"network_redundancy_score": 0.421,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 79,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -219115,
"annualized_revenue_impact_usd": -283242,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 588191,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.58
},
{
"action": "delay_spe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.624,
"demand_pressure": 0.34,
"entitlement_friction": 0.773,
"labor_shortage": 0.806,
"portfolio_tightness": 0.626,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.896,
"id": "FORGE-108261",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:56:00Z",
"trace_id": "a23992d4-d319-4403-93cb-676649e983a8"
} | {
"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": 8.9,
"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": 0.436,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.305,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.8,
"battery_mwh": 8.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-1D13FBFE96",
"grid_service_limit_mw": 10.63,
"gross_sqft": 1388920,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.359,
"nearby_nodes": 4,
"network_redundancy_score": 0.647,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 88.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.63
} | {
"annualized_noi_impact_usd": 88107,
"annualized_revenue_impact_usd": 145488,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 429177,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.014,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.28
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.339,
"capital_availability": 0.256,
"demand_pressure": 0.853,
"entitlement_friction": 0.359,
"labor_shortage": 0.702,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108262",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:27:00Z",
"trace_id": "3fadf911-a4e7-4505-b644-9d9fc485038e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.355,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.219,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 9.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-7807A87809",
"grid_service_limit_mw": 8.36,
"gross_sqft": 367111,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.739,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.373,
"nearby_nodes": 8,
"network_redundancy_score": 0.476,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 971... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"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": 2.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 5.13,
"rent_growth_90d_pct": 7.15,
"tenant_expansion_probability": 0.73... | {
"annualized_noi_impact_usd": 242089,
"annualized_revenue_impact_usd": 343527,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 451237,
"expansion_capture_probability_post_event": 0.721,
"lease_rate_change_pct": 5.77,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.02
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.93
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.302,
"capital_availability": 0.739,
"demand_pressure": 0.749,
"entitlement_friction": 0.373,
"labor_shortage": 0.598,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-108263",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "6c2d6dba-0b31-45a0-be32-8dea48401baa"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": -0.016,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.411,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.82,
"battery_mwh": 11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-EEB34D64DA",
"grid_service_limit_mw": 7.28,
"gross_sqft": 549756,
"infill_site": false,
"lease_expiry_months": 21,
"occupan... | {
"capital_availability": 0.276,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.859,
"nearby_nodes": 2,
"network_redundancy_score": 0.371,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 93... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 77.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 23.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -235445,
"annualized_revenue_impact_usd": -361355,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 793232,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.75,
"occupancy_shift": -0.026,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.33
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.276,
"demand_pressure": 0.21,
"entitlement_friction": 0.859,
"labor_shortage": 0.736,
"portfolio_tightness": 0.586,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108264",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "4fb7e328-c1ab-4949-8ae0-82e59bfca12a"
} | {
"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": "power_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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.056,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.395,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 3.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 144,
"facility_id": "FAC-ECA04E96CE",
"grid_service_limit_mw": 12.76,
"gross_sqft": 1440423,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.374,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.599,
"nearby_nodes": 8,
"network_redundancy_score": 0.701,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 69... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": -1.32,
"rent_growth_90d_pct": -1.35,
"tenant_expansion_probability": 0.127... | {
"annualized_noi_impact_usd": -413000,
"annualized_revenue_impact_usd": -651168,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 60,
"estimated_capex_usd": 589254,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.36,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.84
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.374,
"demand_pressure": 0.354,
"entitlement_friction": 0.599,
"labor_shortage": 0.746,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108265",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "715b02e5-a818-4d77-bfc7-6cd35ab367e6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.039,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.39,
"battery_mwh": 5.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-3E314B1D63",
"grid_service_limit_mw": 8.32,
"gross_sqft": 355034,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.617,
"nearby_nodes": 3,
"network_redundancy_score": 0.462,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.8,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": -0.25,
"tenant_expansion_probability": 0.197
} | {
"annualized_noi_impact_usd": -174526,
"annualized_revenue_impact_usd": -238344,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 714006,
"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -3.83,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.67
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.508,
"demand_pressure": 0.366,
"entitlement_friction": 0.617,
"labor_shortage": 1,
"portfolio_tightness": 0.604,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108266",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:48:00Z",
"trace_id": "bb9b6d92-0def-4313-848e-fed36f62c7f6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"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": 0.133,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 3.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-C991CC5474",
"grid_service_limit_mw": 7.36,
"gross_sqft": 941809,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.576,
"nearby_nodes": 3,
"network_redundancy_score": 0.466,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 23... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.458... | {
"annualized_noi_impact_usd": 134252,
"annualized_revenue_impact_usd": 184564,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 483238,
"expansion_capture_probability_post_event": 0.401,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.54
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.19
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.352,
"demand_pressure": 0.481,
"entitlement_friction": 0.576,
"labor_shortage": 1,
"portfolio_tightness": 0.693,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108267",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:36:00Z",
"trace_id": "8c05fa82-2bc6-4abc-b4e2-d4e77e30c960"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.18,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.76,
"battery_mwh": 1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-03AECECD65",
"grid_service_limit_mw": 20.78,
"gross_sqft": 904268,
"infill_site": true,
"lease_expiry_months": 18,
"occupanc... | {
"capital_availability": 0.007,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.332,
"nearby_nodes": 5,
"network_redundancy_score": 0.821,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -159137,
"annualized_revenue_impact_usd": -269439,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 638666,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -1.56,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.7
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.01
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.007,
"demand_pressure": 0.379,
"entitlement_friction": 0.332,
"labor_shortage": 0.909,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-108268",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:55:00Z",
"trace_id": "cc135609-caf5-4c77-b43e-61a1853050b6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.43,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.335,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.28,
"battery_mwh": 8.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-95207507EE",
"grid_service_limit_mw": 7.96,
"gross_sqft": 602777,
"infill_site": true,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.4,
"nearby_nodes": 8,
"network_redundancy_score": 0.611,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 35587... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 4.55,
"tenant_expansion_probability": 0.653
} | {
"annualized_noi_impact_usd": 34239,
"annualized_revenue_impact_usd": 49951,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 675759,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 2.91,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.8
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.278,
"capital_availability": 0.495,
"demand_pressure": 0.634,
"entitlement_friction": 0.4,
"labor_shortage": 0.815,
"portfolio_tightness": 0.703,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-108269",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:17:00Z",
"trace_id": "c3de941e-c616-4927-8119-30f5d7f82327"
} | {
"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": 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": 0.125,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.57,
"battery_mwh": 12.34,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-63BEA74033",
"grid_service_limit_mw": 21.09,
"gross_sqft": 730977,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.541,
"nearby_nodes": 6,
"network_redundancy_score": 0.691,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.279
} | {
"annualized_noi_impact_usd": -100488,
"annualized_revenue_impact_usd": -146846,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 528467,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -2.04,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.25
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.814,
"capital_availability": 0.557,
"demand_pressure": 0.258,
"entitlement_friction": 0.541,
"labor_shortage": 0.853,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-108270",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:27:00Z",
"trace_id": "b927b905-7159-4d3b-9815-1fd90c4b4a2f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.113,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.54,
"battery_mwh": 10.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-68F9711B19",
"grid_service_limit_mw": 15.53,
"gross_sqft": 452785,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.299,
"nearby_nodes": 2,
"network_redundancy_score": 0.455,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 4.6,
"rent_growth_90d_pct": 5.71,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": 31122,
"annualized_revenue_impact_usd": 45187,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 387403,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.023,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.65
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.753,
"demand_pressure": 0.811,
"entitlement_friction": 0.299,
"labor_shortage": 0.796,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-108271",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "4bd4b3c3-8497-448a-9f84-1e4f8637cb2e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.334,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 6.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-608DE7193E",
"grid_service_limit_mw": 19.32,
"gross_sqft": 1124400,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.095,
"nearby_nodes": 8,
"network_redundancy_score": 0.566,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 167773... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 130272,
"annualized_revenue_impact_usd": 206128,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 465781,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 3.46,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.28
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.555,
"demand_pressure": 0.811,
"entitlement_friction": 0.095,
"labor_shortage": 0.6,
"portfolio_tightness": 0.501,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108272",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "6a2f35fd-6ad3-4901-b281-953d7a2050b5"
} | {
"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": 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": 0.43,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.357,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.7,
"battery_mwh": 3.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-FF24E708A6",
"grid_service_limit_mw": 16.26,
"gross_sqft": 962906,
"infill_site": true,
"lease_expiry_months": 38,
"occupa... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.133,
"nearby_nodes": 4,
"network_redundancy_score": 0.666,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124052... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 4.63,
"rent_growth_90d_pct": 6.13,
"tenant_expansion_probability": 0.727
} | {
"annualized_noi_impact_usd": 228144,
"annualized_revenue_impact_usd": 293383,
"cap_rate_pressure_pct": 0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 664449,
"expansion_capture_probability_post_event": 0.683,
"lease_rate_change_pct": 5.19,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.72
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.92
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.09,
"capital_availability": 0.712,
"demand_pressure": 0.725,
"entitlement_friction": 0.133,
"labor_shortage": 0.426,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-108273",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "d0abcbe2-da1e-4477-a81a-127ebd0696a8"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.023,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.32,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.32,
"battery_mwh": 2.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-E9663CEEA9",
"grid_service_limit_mw": 21.69,
"gross_sqft": 363767,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.519,
"nearby_nodes": 8,
"network_redundancy_score": 0.682,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": -0.43,
"tenant_expansion_probability": 0.155... | {
"annualized_noi_impact_usd": -50423,
"annualized_revenue_impact_usd": -74426,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 45,
"estimated_capex_usd": 577134,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -3.29,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.98
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.364,
"demand_pressure": 0.378,
"entitlement_friction": 0.519,
"labor_shortage": 0.663,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108274",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:23:00Z",
"trace_id": "56da0d91-6d42-4f2a-ac14-beb25777a240"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.007,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.255,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 10.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-6F6734E83E",
"grid_service_limit_mw": 17.39,
"gross_sqft": 723544,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.167,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.698,
"nearby_nodes": 8,
"network_redundancy_score": 0.498,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -53964,
"annualized_revenue_impact_usd": -84299,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 482668,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.449,
"capital_availability": 0.167,
"demand_pressure": 0.409,
"entitlement_friction": 0.698,
"labor_shortage": 0.602,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108275",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "dd742bd0-af66-49df-85c3-e9ce28bdb784"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.098,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.82,
"battery_mwh": 11.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-4F385176F5",
"grid_service_limit_mw": 12.35,
"gross_sqft": 1452005,
"infill_site": false,
"lease_expiry_months": 41,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.175,
"nearby_nodes": 5,
"network_redundancy_score": 0.826,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1558... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -31568,
"annualized_revenue_impact_usd": -50310,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 382344,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.3
},
{
"action": "activate_temp_labor",
"reason": "l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.541,
"capital_availability": 0,
"demand_pressure": 0.652,
"entitlement_friction": 0.175,
"labor_shortage": 0.7,
"portfolio_tightness": 0.562,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-108276",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "5f633f64-06d9-49df-b3a7-c9e95ba6c8b3"
} | {
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.274,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.168,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.76,
"battery_mwh": 8.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-0F531BBA85",
"grid_service_limit_mw": 12.47,
"gross_sqft": 952791,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.267,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.731,
"nearby_nodes": 7,
"network_redundancy_score": 0.672,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.9,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 168917,
"annualized_revenue_impact_usd": 278657,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 553107,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.91,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.56
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.551,
"capital_availability": 0.267,
"demand_pressure": 0.791,
"entitlement_friction": 0.731,
"labor_shortage": 0.768,
"portfolio_tightness": 0.606,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108277",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:01:00Z",
"trace_id": "3a2a5815-2408-4d83-afd8-214906430491"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.25,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.57,
"battery_mwh": 0.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-431312ECD8",
"grid_service_limit_mw": 21.7,
"gross_sqft": 1037339,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.58,
"nearby_nodes": 7,
"network_redundancy_score": 0.399,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.509
... | {
"annualized_noi_impact_usd": 9335,
"annualized_revenue_impact_usd": 15341,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 602439,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.1
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.7
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.335,
"demand_pressure": 0.433,
"entitlement_friction": 0.58,
"labor_shortage": 0.774,
"portfolio_tightness": 0.474,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108278",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "af8fca47-7a9b-4d3c-bf29-8cf50cc880f3"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.432,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.77,
"battery_mwh": 4.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-9B250F0CD4",
"grid_service_limit_mw": 8.61,
"gross_sqft": 829093,
"infill_site": false,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.438,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.57,
"nearby_nodes": 6,
"network_redundancy_score": 0.688,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"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": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 92014,
"annualized_revenue_impact_usd": 137040,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 671754,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.2,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.31
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.35
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.438,
"demand_pressure": 0.692,
"entitlement_friction": 0.57,
"labor_shortage": 1,
"portfolio_tightness": 0.686,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108279",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:39:00Z",
"trace_id": "3ac021d2-4adf-4c5f-9dcf-613fc399f26d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.188,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.32,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.53,
"battery_mwh": 6.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-50C033D233",
"grid_service_limit_mw": 12.07,
"gross_sqft": 643083,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.828,
"nearby_nodes": 3,
"network_redundancy_score": 0.591,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3682... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.1,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -71683,
"annualized_revenue_impact_usd": -105820,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 691068,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": 0.13,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.71
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.737,
"capital_availability": 0.413,
"demand_pressure": 0.362,
"entitlement_friction": 0.828,
"labor_shortage": 0.71,
"portfolio_tightness": 0.629,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-108280",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:01:00Z",
"trace_id": "b17999b8-7d11-4f23-81a6-8c8b8522c198"
} | {
"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": 8.8,
"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": 0.158,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 7.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-46DE7DCE0A",
"grid_service_limit_mw": 16.01,
"gross_sqft": 927757,
"infill_site": false,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.652,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.148,
"nearby_nodes": 8,
"network_redundancy_score": 0.463,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.24,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -161873,
"annualized_revenue_impact_usd": -217501,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 698630,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -1.47,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.87
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 42.23
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.494,
"capital_availability": 0.652,
"demand_pressure": 0.481,
"entitlement_friction": 0.148,
"labor_shortage": 0.804,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108281",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:43:00Z",
"trace_id": "68884a90-7661-47dd-8591-4a1f582bbddf"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.173,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.23,
"battery_mwh": 11.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-7E5036BC5B",
"grid_service_limit_mw": 8.91,
"gross_sqft": 399066,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.771,
"nearby_nodes": 8,
"network_redundancy_score": 0.75,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1598... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.6,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability": 0.419
} | {
"annualized_noi_impact_usd": -29235,
"annualized_revenue_impact_usd": -39397,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 554210,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.09
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.576,
"demand_pressure": 0.446,
"entitlement_friction": 0.771,
"labor_shortage": 0.776,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108282",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "11c43a7d-2811-48ea-8747-0c13aff0fc98"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.195,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.343,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.38,
"battery_mwh": 8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-DC1401F2F7",
"grid_service_limit_mw": 14.19,
"gross_sqft": 594606,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.839,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.384,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.461,
"nearby_nodes": 8,
"network_redundancy_score": 0.365,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.9,
"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": 11.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 5.06,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 70804,
"annualized_revenue_impact_usd": 102621,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 400647,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.2
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.16
},
{
"action": "monitor_and_stage",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.08,
"capital_availability": 0.839,
"demand_pressure": 0.49,
"entitlement_friction": 0.461,
"labor_shortage": 0.697,
"portfolio_tightness": 0.571,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-108283",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:41:00Z",
"trace_id": "b6b503ab-de5e-4bfd-8e19-5994c880c7dc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.175,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.59,
"battery_mwh": 10.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-2ACFE7E173",
"grid_service_limit_mw": 19.32,
"gross_sqft": 910714,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.27,
"nearby_nodes": 2,
"network_redundancy_score": 0.514,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1618... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.455
} | {
"annualized_noi_impact_usd": -11238,
"annualized_revenue_impact_usd": -17854,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 382133,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.32
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.829,
"capital_availability": 0,
"demand_pressure": 0.959,
"entitlement_friction": 0.27,
"labor_shortage": 0.594,
"portfolio_tightness": 0.446,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-108284",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:49:00Z",
"trace_id": "1e8f33c8-7fc2-4e82-beb0-f1f6fb34a42d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.077,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.76,
"battery_mwh": 2.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-75CF61FBC2",
"grid_service_limit_mw": 26.65,
"gross_sqft": 1282525,
"infill_site": true,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.261,
"nearby_nodes": 4,
"network_redundancy_score": 0.682,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -109633,
"annualized_revenue_impact_usd": -152842,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 484905,
"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.24
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.282,
"capital_availability": 0.181,
"demand_pressure": 0.509,
"entitlement_friction": 0.261,
"labor_shortage": 0.745,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108285",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "3a2ee420-750a-4e28-85f4-2d51789834da"
} | {
"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": 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": 0.361,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 6.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-BFA5C39E24",
"grid_service_limit_mw": 12.45,
"gross_sqft": 845343,
"infill_site": true,
"lease_expiry_months": 37,
"... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.698,
"nearby_nodes": 7,
"network_redundancy_score": 0.728,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 87,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.626
} | {
"annualized_noi_impact_usd": 138686,
"annualized_revenue_impact_usd": 182056,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 418001,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.28
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.26,
"demand_pressure": 0.721,
"entitlement_friction": 0.698,
"labor_shortage": 0.613,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108286",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "a864771f-4387-40f4-9453-fad24cb8a329"
} | {
"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": 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": 0.346,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 2.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-3837DD4320",
"grid_service_limit_mw": 15.24,
"gross_sqft": 906128,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.6,
"nearby_nodes": 6,
"network_redundancy_score": 0.623,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 60.7,
"dock_utilization_pct": 92.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 5.9,
"tenant_expansion_probability": 0.573
} | {
"annualized_noi_impact_usd": 282596,
"annualized_revenue_impact_usd": 477024,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 539144,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 3.62,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.33
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.843,
"capital_availability": 0.144,
"demand_pressure": 0.96,
"entitlement_friction": 0.6,
"labor_shortage": 0.983,
"portfolio_tightness": 0.568,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108287",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:15:00Z",
"trace_id": "bc360d6b-5269-4c66-bf64-3e898fbcf54c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.229,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.272,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.6,
"battery_mwh": 5.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-20BDB73AFA",
"grid_service_limit_mw": 9.12,
"gross_sqft": 570898,
"infill_site": false,
"lease_expiry_months": 62,
"occup... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.576,
"nearby_nodes": 3,
"network_redundancy_score": 0.346,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 87,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 3.63,
"rent_growth_90d_pct": 5.98,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 113763,
"annualized_revenue_impact_usd": 190352,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 559969,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.67
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.287,
"demand_pressure": 0.669,
"entitlement_friction": 0.576,
"labor_shortage": 0.931,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108288",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:53:00Z",
"trace_id": "1f083320-1da8-4ee8-9a97-e1d87b9a5875"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.307,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.37,
"battery_mwh": 2.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-DDCB0ED1B5",
"grid_service_limit_mw": 10.83,
"gross_sqft": 1236667,
"infill_site": false,
"lease_expiry_months": 68,... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.369,
"nearby_nodes": 3,
"network_redundancy_score": 0.395,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 40... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.492
... | {
"annualized_noi_impact_usd": -21003,
"annualized_revenue_impact_usd": -34753,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 491224,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.93
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.505,
"demand_pressure": 0.447,
"entitlement_friction": 0.369,
"labor_shortage": 0.73,
"portfolio_tightness": 0.645,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108289",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "c271f5f2-94c8-46e7-b2c3-60c2724a831a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.233,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.338,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.25,
"battery_mwh": 5.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-1FE56A355A",
"grid_service_limit_mw": 11.2,
"gross_sqft": 352193,
"infill_site": false,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.836,
"nearby_nodes": 8,
"network_redundancy_score": 0.365,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.486
} | {
"annualized_noi_impact_usd": 531,
"annualized_revenue_impact_usd": 690,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 512452,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": -0.12,
"occupancy_shift": 0,
"service_penalty_risk_usd": 0,
... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.24
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.177,
"demand_pressure": 0.484,
"entitlement_friction": 0.836,
"labor_shortage": 0.882,
"portfolio_tightness": 0.562,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-108290",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:58:00Z",
"trace_id": "402c1fc1-a223-4d62-8a1c-e1b8132c26b0"
} | {
"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,
"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": 0.103,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.46,
"battery_mwh": 9.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-508A28DF5B",
"grid_service_limit_mw": 17.4,
"gross_sqft": 882820,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.277,
"nearby_nodes": 5,
"network_redundancy_score": 0.491,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 191341... | [
{
"appointment_fill_pct": 75,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.275... | {
"annualized_noi_impact_usd": -110827,
"annualized_revenue_impact_usd": -152383,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 471047,
"expansion_capture_probability_post_event": 0.179,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.95
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.25,
"capital_availability": 0.685,
"demand_pressure": 0.392,
"entitlement_friction": 0.277,
"labor_shortage": 0.725,
"portfolio_tightness": 0.464,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108291",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "076f049f-d626-44f8-9a08-ca30e16c742e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.269,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 8.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-582107DA6D",
"grid_service_limit_mw": 13.32,
"gross_sqft": 219581,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.269,
"nearby_nodes": 6,
"network_redundancy_score": 0.622,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": 3681,
"annualized_revenue_impact_usd": 5681,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 506076,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.87
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.575,
"demand_pressure": 0.699,
"entitlement_friction": 0.269,
"labor_shortage": 0.595,
"portfolio_tightness": 0.338,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-108292",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "8c90fe52-1d38-49e1-a518-ae00595a0566"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.44,
"battery_mwh": 5.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-DF9BFF00E7",
"grid_service_limit_mw": 14.77,
"gross_sqft": 1083982,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.792,
"nearby_nodes": 7,
"network_redundancy_score": 0.862,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 87,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 4.91,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 293320,
"annualized_revenue_impact_usd": 465147,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 538444,
"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.94
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.53
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.288,
"capital_availability": 0.419,
"demand_pressure": 0.663,
"entitlement_friction": 0.792,
"labor_shortage": 0.618,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108293",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "ecb480e9-4b3a-4153-a4c4-9a3080db122a"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.273,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.76,
"battery_mwh": 5.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-ABC88E01E1",
"grid_service_limit_mw": 20.63,
"gross_sqft": 902080,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.426,
"nearby_nodes": 7,
"network_redundancy_score": 0.622,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -13350,
"annualized_revenue_impact_usd": -21304,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 568670,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.43
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.36
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0,
"demand_pressure": 0.584,
"entitlement_friction": 0.426,
"labor_shortage": 0.627,
"portfolio_tightness": 0.561,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108294",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "de616fca-b2c5-4748-936b-59d25b7248f9"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.407,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.346,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 0.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-C28ABFB0C3",
"grid_service_limit_mw": 9.55,
"gross_sqft": 278100,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.597,
"nearby_nodes": 4,
"network_redundancy_score": 0.374,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 88.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.96,
"rent_growth_90d_pct": 4.58,
"tenant_expansion_probability": 0.749
} | {
"annualized_noi_impact_usd": 110721,
"annualized_revenue_impact_usd": 170474,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 617987,
"expansion_capture_probability_post_event": 0.697,
"lease_rate_change_pct": 3.44,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.54
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.63
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.24,
"demand_pressure": 0.778,
"entitlement_friction": 0.597,
"labor_shortage": 0.686,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108295",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "d05a54f1-7831-4f24-b4ac-daba076eaf6f"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.46,
"battery_mwh": 6.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-F6E75F4262",
"grid_service_limit_mw": 23.16,
"gross_sqft": 1120326,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.212,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.364,
"nearby_nodes": 6,
"network_redundancy_score": 0.683,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 86.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.1,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 109935,
"annualized_revenue_impact_usd": 146403,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 567325,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.73
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.621,
"capital_availability": 0.212,
"demand_pressure": 0.688,
"entitlement_friction": 0.364,
"labor_shortage": 0.573,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108296",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "74c41ca2-dd29-4e07-8f4f-57bd06b7ef68"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.314,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.29,
"battery_mwh": 1.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-8B0927CC5A",
"grid_service_limit_mw": 13.9,
"gross_sqft": 1389080,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.136,
"nearby_nodes": 6,
"network_redundancy_score": 0.51,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 78.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probability": 0.175
... | {
"annualized_noi_impact_usd": -300098,
"annualized_revenue_impact_usd": -417803,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 559824,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -3.07,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.02
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.868,
"capital_availability": 0.379,
"demand_pressure": 0.274,
"entitlement_friction": 0.136,
"labor_shortage": 0.901,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-108297",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:07:00Z",
"trace_id": "69533229-b941-4386-a8f9-7a90da344ed2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.352,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.165,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 4.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-9899567263",
"grid_service_limit_mw": 11.52,
"gross_sqft": 1264643,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.249,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.422,
"nearby_nodes": 7,
"network_redundancy_score": 0.529,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.564
} | {
"annualized_noi_impact_usd": 168681,
"annualized_revenue_impact_usd": 230372,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 568670,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.48
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.54
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.856,
"capital_availability": 0.249,
"demand_pressure": 0.542,
"entitlement_friction": 0.422,
"labor_shortage": 0.735,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108298",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "19a2fbe9-1ee2-43a8-bce2-c8cb132c8a24"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"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": 0.365,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.066,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 10.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-0318188598",
"grid_service_limit_mw": 9.9,
"gross_sqft": 177912,
"infill_site": false,
"lease_expiry_months": 19,
"... | {
"capital_availability": 0.698,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.636,
"nearby_nodes": 2,
"network_redundancy_score": 0.447,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 85.3,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 30438,
"annualized_revenue_impact_usd": 43800,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 770216,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.03,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.16
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.81
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.698,
"demand_pressure": 0.67,
"entitlement_friction": 0.636,
"labor_shortage": 0.713,
"portfolio_tightness": 0.322,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108299",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:12:00Z",
"trace_id": "f21591cf-57e3-4ef4-8273-1bc4df092d0e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.192,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.5,
"battery_mwh": 1.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-F715D5D1E0",
"grid_service_limit_mw": 12.09,
"gross_sqft": 761843,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.612,
"nearby_nodes": 2,
"network_redundancy_score": 0.788,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 76,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": -0.35,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.345
} | {
"annualized_noi_impact_usd": -55361,
"annualized_revenue_impact_usd": -80309,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 531512,
"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -0.18,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.38
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.557,
"capital_availability": 0.358,
"demand_pressure": 0.49,
"entitlement_friction": 0.612,
"labor_shortage": 0.769,
"portfolio_tightness": 0.339,
"... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.