schema_version stringclasses 1
value | event dict | organization dict | identity_context dict | vulnerability dict | tenant_context dict | facility_context dict | portfolio_context dict | telemetry_stream listlengths 6 12 | detection dict | forecast dict | impact dict | response dict | simulation dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-103900",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "a449501e-e36c-4a2a-8eb9-c9714be1e968"
} | {
"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": 8.9,
"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": 0.299,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.462,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.39,
"battery_mwh": 5.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-138414A755",
"grid_service_limit_mw": 15.95,
"gross_sqft": 418219,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.391,
"nearby_nodes": 5,
"network_redundancy_score": 0.515,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.2,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 8869,
"annualized_revenue_impact_usd": 12309,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 631245,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": 1.65,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.11
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.602,
"demand_pressure": 0.679,
"entitlement_friction": 0.391,
"labor_shortage": 0.829,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103901",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:06:00Z",
"trace_id": "6ca72778-2dd6-4cf3-878d-09f4e5e79dcd"
} | {
"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": 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": 0.007,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.71,
"battery_mwh": 8.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-B8C038A9DE",
"grid_service_limit_mw": 9.36,
"gross_sqft": 596721,
"infill_site": true,
"lease_expiry_months": 72,
"o... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.571,
"nearby_nodes": 6,
"network_redundancy_score": 0.319,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.636,
"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": 3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.353
} | {
"annualized_noi_impact_usd": -681,
"annualized_revenue_impact_usd": -1054,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 367366,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -0.44,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.12
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.057,
"capital_availability": 0.32,
"demand_pressure": 0.318,
"entitlement_friction": 0.571,
"labor_shortage": 0.762,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103902",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "165e4c76-39a1-4cf4-965c-20ff39aa97d9"
} | {
"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": 7.7,
"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": 0.09,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.194,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.7,
"battery_mwh": 11.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-58786E309E",
"grid_service_limit_mw": 14.98,
"gross_sqft": 937043,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.329,
"nearby_nodes": 2,
"network_redundancy_score": 0.829,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.54,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": -1.41,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -252962,
"annualized_revenue_impact_usd": -343770,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 429941,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -3.04,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.05
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.777,
"capital_availability": 0.585,
"demand_pressure": 0.441,
"entitlement_friction": 0.329,
"labor_shortage": 0.548,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-103903",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:42:00Z",
"trace_id": "20774b55-c81d-4f5a-8576-4285c58513b9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.211,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.47,
"battery_mwh": 0.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-C35D7179B8",
"grid_service_limit_mw": 16.56,
"gross_sqft": 920699,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.653,
"nearby_nodes": 4,
"network_redundancy_score": 0.706,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fil... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": -0.97,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.339
... | {
"annualized_noi_impact_usd": -116870,
"annualized_revenue_impact_usd": -200762,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 517462,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -0.33,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.75
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.09
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.67,
"capital_availability": 0.548,
"demand_pressure": 0.367,
"entitlement_friction": 0.653,
"labor_shortage": 0.527,
"portfolio_tightness": 0.365,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-103904",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:52:00Z",
"trace_id": "70d82615-4a34-4e44-8394-31a99ef93211"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"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": 0.078,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.258,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.19,
"battery_mwh": 2.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-324D22D8B2",
"grid_service_limit_mw": 14.92,
"gross_sqft": 489135,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.673,
"nearby_nodes": 6,
"network_redundancy_score": 0.511,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 832598,
... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": -0.79,
"rent_growth_90d_pct": -0.9,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -60754,
"annualized_revenue_impact_usd": -79261,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 376514,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -2.87,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.98
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0,
"demand_pressure": 0.416,
"entitlement_friction": 0.673,
"labor_shortage": 0.631,
"portfolio_tightness": 0.368,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103905",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "45cf8b6a-9b58-4d5a-bb57-a5b59c1f3f13"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.162,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.134,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.67,
"battery_mwh": 10.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-3E6CFB2CEF",
"grid_service_limit_mw": 16.97,
"gross_sqft": 977765,
"infill_site": true,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.089,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.305,
"nearby_nodes": 2,
"network_redundancy_score": 0.407,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1464805... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -18515,
"annualized_revenue_impact_usd": -26412,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 550857,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.99
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.684,
"capital_availability": 0.089,
"demand_pressure": 0.727,
"entitlement_friction": 0.305,
"labor_shortage": 0.753,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103906",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "79f6ea63-6f43-4d8b-aef0-cf9b2f2d5e38"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.006,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.72,
"battery_mwh": 7.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-E5213CDA8C",
"grid_service_limit_mw": 17.8,
"gross_sqft": 1264990,
"infill_site": false,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.793,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.362,
"nearby_nodes": 8,
"network_redundancy_score": 0.793,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.2,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.264
} | {
"annualized_noi_impact_usd": -72957,
"annualized_revenue_impact_usd": -95101,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 588355,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.43
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.793,
"demand_pressure": 0.456,
"entitlement_friction": 0.362,
"labor_shortage": 0.786,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103907",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:14:00Z",
"trace_id": "42f0135f-35a9-4074-9bb2-0fce2a487071"
} | {
"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": 8.5,
"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": 0.163,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.412,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.23,
"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-C827ECAE53",
"grid_service_limit_mw": 14.82,
"gross_sqft": 560107,
"infill_site": false,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.693,
"nearby_nodes": 5,
"network_redundancy_score": 0.341,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -70922,
"annualized_revenue_impact_usd": -100176,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 647059,
"expansion_capture_probability_post_event": 0.195,
"lease_rate_change_pct": -1.33,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.52
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.4
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.559,
"capital_availability": 0.432,
"demand_pressure": 0.58,
"entitlement_friction": 0.693,
"labor_shortage": 0.769,
"portfolio_tightness": 0.445,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103908",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:15:00Z",
"trace_id": "105700e5-76eb-4b70-bc23-5fe00369ded4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.349,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.75,
"battery_mwh": 6.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-2C7F96197B",
"grid_service_limit_mw": 9.02,
"gross_sqft": 400748,
"infill_site": false,
"lease_expiry_months": 31,
"occup... | {
"capital_availability": 0.248,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.642,
"nearby_nodes": 7,
"network_redundancy_score": 0.483,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 20381,
"annualized_revenue_impact_usd": 32395,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 517239,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.89
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.248,
"demand_pressure": 0.529,
"entitlement_friction": 0.642,
"labor_shortage": 1,
"portfolio_tightness": 0.631,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-103909",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:40:00Z",
"trace_id": "078c46d4-717e-401c-b3b0-7fe44d64138e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.36,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.17,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 7.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-1C3B1B3D9C",
"grid_service_limit_mw": 10.37,
"gross_sqft": 1340239,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.278,
"nearby_nodes": 2,
"network_redundancy_score": 0.612,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 2.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 5.16,
"rent_growth_90d_pct": 6.65,
"tenant_expansion_probability": 0.689
} | {
"annualized_noi_impact_usd": 692524,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.636,
"lease_rate_change_pct": 4.58,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.89
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.498,
"demand_pressure": 0.611,
"entitlement_friction": 0.278,
"labor_shortage": 0.743,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-103910",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:39:00Z",
"trace_id": "013ec8e8-be3a-4745-91f9-fea7f1c8afc3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": -0.039,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.26,
"battery_mwh": 11.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-A284C57D73",
"grid_service_limit_mw": 22.21,
"gross_sqft": 1131238,
"infill_site": false,
"lease_expiry_months": 49,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.2,
"nearby_nodes": 6,
"network_redundancy_score": 0.398,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1150205,
"... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -115031,
"annualized_revenue_impact_usd": -149877,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 373362,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -0.88,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.85
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.845,
"capital_availability": 0,
"demand_pressure": 0.441,
"entitlement_friction": 0.2,
"labor_shortage": 0.723,
"portfolio_tightness": 0.461,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103911",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:37:00Z",
"trace_id": "600dc28d-a5cb-4d48-9783-e29fb636d24f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.055,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.37,
"battery_mwh": 1.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-A0AF0B9C5B",
"grid_service_limit_mw": 19.51,
"gross_sqft": 649818,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.439,
"nearby_nodes": 3,
"network_redundancy_score": 0.814,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 683502,... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 28.7,
"dock_utilization_pct": 77.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -65119,
"annualized_revenue_impact_usd": -98638,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 644690,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -1.32,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 55.2
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33
},
{
"action": "offer_preemptive_exp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.408,
"demand_pressure": 0.247,
"entitlement_friction": 0.439,
"labor_shortage": 0.629,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-103912",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "4f9ec19d-ffc9-4acd-9fde-20f319a6ba46"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.74,
"battery_mwh": 3.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-1C5629F281",
"grid_service_limit_mw": 23.56,
"gross_sqft": 1477373,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.368,
"nearby_nodes": 3,
"network_redundancy_score": 0.792,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -184852,
"annualized_revenue_impact_usd": -309004,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 493028,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.49
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.464,
"demand_pressure": 0.49,
"entitlement_friction": 0.368,
"labor_shortage": 0.761,
"portfolio_tightness": 0.48,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103913",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:33:00Z",
"trace_id": "c1a43e3e-272b-40ac-97c6-7c86d9fb176a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.284,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.162,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.27,
"battery_mwh": 0.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-E1CD5A5A3C",
"grid_service_limit_mw": 22.34,
"gross_sqft": 597423,
"infill_site": true,
"lease_expiry_months": 42,
"occup... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.176,
"nearby_nodes": 3,
"network_redundancy_score": 0.736,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 20557,
"annualized_revenue_impact_usd": 31226,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 460845,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.22
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.073,
"demand_pressure": 0.557,
"entitlement_friction": 0.176,
"labor_shortage": 0.783,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103914",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:14:00Z",
"trace_id": "8e904525-a53a-4900-9b11-1d51c98e54e2"
} | {
"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": 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": 0.262,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.74,
"battery_mwh": 9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-A9BF24B17B",
"grid_service_limit_mw": 22.97,
"gross_sqft": 1066345,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.124,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.713,
"nearby_nodes": 3,
"network_redundancy_score": 0.581,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 0.24,
"tenant_expansion_probability": 0.443
} | {
"annualized_noi_impact_usd": -3205,
"annualized_revenue_impact_usd": -5056,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 639593,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": -1.62,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.99
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.59
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.124,
"demand_pressure": 0.619,
"entitlement_friction": 0.713,
"labor_shortage": 1,
"portfolio_tightness": 0.545,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103915",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "188b5812-7edd-4ba1-818a-12e484e6f629"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.159,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.301,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.67,
"battery_mwh": 3.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-534B01DEB2",
"grid_service_limit_mw": 7.71,
"gross_sqft": 494627,
"infill_site": true,
"lease_expiry_months": 41,
"o... | {
"capital_availability": 0.58,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.425,
"nearby_nodes": 2,
"network_redundancy_score": 0.873,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 129... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -55271,
"annualized_revenue_impact_usd": -85619,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 657790,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": 0.13,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.92
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.58,
"demand_pressure": 0.486,
"entitlement_friction": 0.425,
"labor_shortage": 0.802,
"portfolio_tightness": 0.67,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103916",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:26:00Z",
"trace_id": "be6d390c-cdde-49d7-bd66-26394282b7eb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.448,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.41,
"battery_mwh": 9.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-9A45DEBE56",
"grid_service_limit_mw": 17.31,
"gross_sqft": 259289,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.691,
"nearby_nodes": 6,
"network_redundancy_score": 0.499,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 87.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 87301,
"annualized_revenue_impact_usd": 112630,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.741,
"lease_rate_change_pct": 3.52,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.53
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.367,
"demand_pressure": 0.724,
"entitlement_friction": 0.691,
"labor_shortage": 0.736,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-103917",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:33:00Z",
"trace_id": "15ac73ad-e0fa-4aba-a46d-51c8a8c8fbe2"
} | {
"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": 8.8,
"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": 0.27,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.148,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.37,
"battery_mwh": 8.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 136,
"facility_id": "FAC-FEE950B001",
"grid_service_limit_mw": 16.67,
"gross_sqft": 1367853,
"infill_site": false,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.058,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.657,
"nearby_nodes": 4,
"network_redundancy_score": 0.425,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": -67764,
"annualized_revenue_impact_usd": -113533,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 628823,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.14
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.48,
"capital_availability": 0.058,
"demand_pressure": 0.626,
"entitlement_friction": 0.657,
"labor_shortage": 0.666,
"portfolio_tightness": 0.529,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-103918",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "48063f7b-4a00-4317-8321-cb62f732ccc3"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.144,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.55,
"battery_mwh": 6.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-838CBC1533",
"grid_service_limit_mw": 26.86,
"gross_sqft": 815714,
"infill_site": false,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.712,
"nearby_nodes": 4,
"network_redundancy_score": 0.478,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.264
} | {
"annualized_noi_impact_usd": -155277,
"annualized_revenue_impact_usd": -229075,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 775328,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -2.89,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.805,
"capital_availability": 0,
"demand_pressure": 0.521,
"entitlement_friction": 0.712,
"labor_shortage": 0.894,
"portfolio_tightness": 0.545,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-103919",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "51009746-410d-4c60-81fc-d1694b9d4356"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.345,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.095,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.67,
"battery_mwh": 10.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-686879F7BE",
"grid_service_limit_mw": 12.4,
"gross_sqft": 766157,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.785,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.41,
"nearby_nodes": 5,
"network_redundancy_score": 0.79,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 8982... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.69,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 97157,
"annualized_revenue_impact_usd": 127572,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 586243,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.26
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.307,
"capital_availability": 0.589,
"demand_pressure": 0.505,
"entitlement_friction": 0.41,
"labor_shortage": 0.929,
"portfolio_tightness": 0.629,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-103920",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:21:00Z",
"trace_id": "b3a4a630-54f3-4808-9bd6-cb3beedfa6ae"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"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": 0.247,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.249,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.73,
"battery_mwh": 8.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-DF5B9A30C1",
"grid_service_limit_mw": 9.95,
"gross_sqft": 691958,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.049,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.28,
"nearby_nodes": 7,
"network_redundancy_score": 0.846,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 99.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.7,
"dock_utilization_pct": 91.8,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.862,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 4.52,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": 40355,
"annualized_revenue_impact_usd": 66076,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 480205,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.09
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.734,
"capital_availability": 0.049,
"demand_pressure": 0.918,
"entitlement_friction": 0.28,
"labor_shortage": 0.832,
"portfolio_tightness": 0.662,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-103921",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:34:00Z",
"trace_id": "805c9a52-c7ef-4818-83be-78d3314c1304"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.113,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.178,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.8,
"battery_mwh": 2.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-BCD5B030FF",
"grid_service_limit_mw": 10.57,
"gross_sqft": 776963,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.731,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.888,
"nearby_nodes": 4,
"network_redundancy_score": 0.702,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -139707,
"annualized_revenue_impact_usd": -187099,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 460421,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.89
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.95
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.504,
"capital_availability": 0.731,
"demand_pressure": 0.426,
"entitlement_friction": 0.888,
"labor_shortage": 0.888,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103922",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "7464a94f-6268-4db4-9c8e-87a6a3cc5bca"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.362,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.081,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.8,
"battery_mwh": 11.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-5FAB9DE6B2",
"grid_service_limit_mw": 9.71,
"gross_sqft": 935853,
"infill_site": false,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.411,
"nearby_nodes": 5,
"network_redundancy_score": 0.555,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 5371... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 88,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 219620,
"annualized_revenue_impact_usd": 338816,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 619501,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.73
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.983,
"capital_availability": 0.2,
"demand_pressure": 0.717,
"entitlement_friction": 0.411,
"labor_shortage": 1,
"portfolio_tightness": 0.675,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-103923",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:00:00Z",
"trace_id": "44a077c8-3dff-4e58-8f3d-53790c3a2400"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.79,
"battery_mwh": 4.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-568F99DB43",
"grid_service_limit_mw": 10.86,
"gross_sqft": 1380149,
"infill_site": true,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.504,
"nearby_nodes": 7,
"network_redundancy_score": 0.602,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 259808,
"annualized_revenue_impact_usd": 340575,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 499488,
"expansion_capture_probability_post_event": 0.62,
"lease_rate_change_pct": 3.34,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.69
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.19,
"capital_availability": 0.506,
"demand_pressure": 0.63,
"entitlement_friction": 0.504,
"labor_shortage": 0.708,
"portfolio_tightness": 0.419,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103924",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "fe1f9f9d-6994-4f3c-8ded-4d0e05e6d07f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"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": 0.009,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.407,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 10.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-7AD008B25A",
"grid_service_limit_mw": 11.82,
"gross_sqft": 952404,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.58,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.418,
"nearby_nodes": 5,
"network_redundancy_score": 0.772,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -421925,
"annualized_revenue_impact_usd": -564356,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 514124,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.94
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.58,
"demand_pressure": 0.305,
"entitlement_friction": 0.418,
"labor_shortage": 0.753,
"portfolio_tightness": 0.585,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103925",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:05:00Z",
"trace_id": "b4f9c799-f93d-4fff-8095-0552faaca60e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.153,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.41,
"battery_mwh": 11.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-D9BC3085A0",
"grid_service_limit_mw": 16.43,
"gross_sqft": 600272,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.566,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.516,
"nearby_nodes": 2,
"network_redundancy_score": 0.648,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 206... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 47338,
"annualized_revenue_impact_usd": 73069,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 412694,
"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.027,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.16
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.53
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.2,
"demand_pressure": 0.495,
"entitlement_friction": 0.516,
"labor_shortage": 0.781,
"portfolio_tightness": 0.31,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103926",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "da7530e0-ce6e-4584-b91a-4440fcd82ad2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.168,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.52,
"battery_mwh": 5.47,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-9346DF4CE5",
"grid_service_limit_mw": 25.45,
"gross_sqft": 892706,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.65,
"nearby_nodes": 7,
"network_redundancy_score": 0.564,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.474
} | {
"annualized_noi_impact_usd": 70014,
"annualized_revenue_impact_usd": 105765,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 531772,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.09
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.242,
"capital_availability": 0.373,
"demand_pressure": 0.476,
"entitlement_friction": 0.65,
"labor_shortage": 0.519,
"portfolio_tightness": 0.521,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103927",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "f843b2c3-414a-4f48-a9fa-35cc7f01d62f"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.003,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.307,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.59,
"battery_mwh": 3.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-7A1790B472",
"grid_service_limit_mw": 12.61,
"gross_sqft": 594181,
"infill_site": true,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.326,
"nearby_nodes": 2,
"network_redundancy_score": 0.489,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 81.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -144703,
"annualized_revenue_impact_usd": -206775,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 485367,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -2.94,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.94
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.37
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.811,
"capital_availability": 0.311,
"demand_pressure": 0.408,
"entitlement_friction": 0.326,
"labor_shortage": 0.945,
"portfolio_tightness": 0.641,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-103928",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "f17023d5-932e-4c8f-b699-7ce43a24a839"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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": 0.21,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 1.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-63131DEC18",
"grid_service_limit_mw": 12.8,
"gross_sqft": 1010335,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.474,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.415,
"nearby_nodes": 3,
"network_redundancy_score": 0.667,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.9,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": -81359,
"annualized_revenue_impact_usd": -114524,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 493278,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.55
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.46
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.773,
"capital_availability": 0.474,
"demand_pressure": 0.689,
"entitlement_friction": 0.415,
"labor_shortage": 0.797,
"portfolio_tightness": 0.602,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-103929",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:00:00Z",
"trace_id": "fb84b11c-3e5f-4bea-8aa7-4234d9ed54af"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.209,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.263,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.51,
"battery_mwh": 3.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-F5A2EDCD06",
"grid_service_limit_mw": 20.8,
"gross_sqft": 961756,
"infill_site": false,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.599,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.267,
"nearby_nodes": 6,
"network_redundancy_score": 0.871,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 0.42,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": -156458,
"annualized_revenue_impact_usd": -232449,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 640611,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -1.38,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.21
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.414,
"demand_pressure": 0.392,
"entitlement_friction": 0.267,
"labor_shortage": 0.628,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103930",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:29:00Z",
"trace_id": "aecb67c6-e3ba-420a-8eef-b7acbcc9321e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.121,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.476,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.4,
"battery_mwh": 2.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-9DB494F041",
"grid_service_limit_mw": 22.59,
"gross_sqft": 1378264,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.709,
"nearby_nodes": 5,
"network_redundancy_score": 0.688,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": -0.63,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -250533,
"annualized_revenue_impact_usd": -392418,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 643014,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -3.19,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.2
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.02
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.732,
"capital_availability": 0.116,
"demand_pressure": 0.534,
"entitlement_friction": 0.709,
"labor_shortage": 0.825,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-103931",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:48:00Z",
"trace_id": "3a3059e7-f142-4881-b917-8d0d4d8c5fb2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.393,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 10.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-F05D15E495",
"grid_service_limit_mw": 7.32,
"gross_sqft": 1238263,
"infill_site": true,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.041,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.685,
"nearby_nodes": 7,
"network_redundancy_score": 0.706,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
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"anomaly_score": 0.836,
"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": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 191413,
"annualized_revenue_impact_usd": 313322,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 653168,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.28
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.041,
"demand_pressure": 0.729,
"entitlement_friction": 0.685,
"labor_shortage": 1,
"portfolio_tightness": 0.679,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-103932",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:54:00Z",
"trace_id": "4167daed-a582-4b33-84ed-8f7ddfb6e6ff"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.403,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.272,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.2,
"battery_mwh": 12.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-A0F21BD727",
"grid_service_limit_mw": 19.78,
"gross_sqft": 792537,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.646,
"nearby_nodes": 4,
"network_redundancy_score": 0.635,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 88.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 113541,
"annualized_revenue_impact_usd": 160022,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 380011,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 1.75,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.96
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.402,
"capital_availability": 0.569,
"demand_pressure": 0.781,
"entitlement_friction": 0.646,
"labor_shortage": 0.564,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103933",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:34:00Z",
"trace_id": "b18dec54-419d-4f85-b5d6-7d6036e9ac04"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.322,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.28,
"battery_mwh": 5.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-09017570B7",
"grid_service_limit_mw": 11.24,
"gross_sqft": 824170,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.554,
"nearby_nodes": 5,
"network_redundancy_score": 0.804,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.517
} | {
"annualized_noi_impact_usd": -4545,
"annualized_revenue_impact_usd": -6422,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 602292,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 0.71,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.93
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.6
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.334,
"demand_pressure": 0.448,
"entitlement_friction": 0.554,
"labor_shortage": 0.804,
"portfolio_tightness": 0.606,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103934",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:19:00Z",
"trace_id": "ba54abfe-4c24-4ba4-8a56-aa13db29b285"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.344,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.21,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.39,
"battery_mwh": 12.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-DC9BC9CF7D",
"grid_service_limit_mw": 12.35,
"gross_sqft": 904783,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.334,
"nearby_nodes": 4,
"network_redundancy_score": 0.508,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 854... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.1,
"dock_utilization_pct": 89.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 67877,
"annualized_revenue_impact_usd": 117028,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 559624,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.39
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0.116,
"demand_pressure": 0.795,
"entitlement_friction": 0.334,
"labor_shortage": 0.965,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103935",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "e2ce6348-021e-4d90-9524-656c387ba77f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.026,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.05,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.76,
"battery_mwh": 5.9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-B55C0BBF2B",
"grid_service_limit_mw": 11.67,
"gross_sqft": 959625,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.681,
"nearby_nodes": 8,
"network_redundancy_score": 0.845,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.3,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -255203,
"annualized_revenue_impact_usd": -364791,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 548673,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -2.51,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.01
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.453,
"capital_availability": 0.086,
"demand_pressure": 0.35,
"entitlement_friction": 0.681,
"labor_shortage": 1,
"portfolio_tightness": 0.6,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-103936",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:59:00Z",
"trace_id": "cc39b64d-f133-4034-9000-a293b8c70e33"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.101,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.273,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 10.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-D13C739BAB",
"grid_service_limit_mw": 8.17,
"gross_sqft": 1290300,
"infill_site": true,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.448,
"nearby_nodes": 5,
"network_redundancy_score": 0.543,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -100590,
"annualized_revenue_impact_usd": -163855,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 678650,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.63
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.57
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.279,
"demand_pressure": 0.295,
"entitlement_friction": 0.448,
"labor_shortage": 0.759,
"portfolio_tightness": 0.641,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-103937",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:24:00Z",
"trace_id": "6d3023d2-e574-43f6-924e-7d70d7d549d4"
} | {
"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": 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": 0.2,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.202,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.6,
"battery_mwh": 9.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-1EBC28351A",
"grid_service_limit_mw": 16.93,
"gross_sqft": 1072872,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.645,
"nearby_nodes": 8,
"network_redundancy_score": 0.663,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": -89481,
"annualized_revenue_impact_usd": -146237,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 716207,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -2.17,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.67
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.542,
"demand_pressure": 0.372,
"entitlement_friction": 0.645,
"labor_shortage": 0.901,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103938",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "80b63de8-f3b9-46ae-96db-7c572502a21f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.23,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-FE1515A91A",
"grid_service_limit_mw": 21.17,
"gross_sqft": 1347082,
"infill_site": false,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.177,
"nearby_nodes": 5,
"network_redundancy_score": 0.492,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": -0.55,
"tenant_expansion_probability": 0.26... | {
"annualized_noi_impact_usd": -180195,
"annualized_revenue_impact_usd": -254007,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 522388,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -2.53,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.55
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.37,
"demand_pressure": 0.412,
"entitlement_friction": 0.177,
"labor_shortage": 0.785,
"portfolio_tightness": 0.444,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-103939",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "c54ee7b7-19fb-4ab5-895b-60630e687e95"
} | {
"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": 9.2,
"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": 0.352,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.216,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.37,
"battery_mwh": 4.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-D695EEF28F",
"grid_service_limit_mw": 23.09,
"gross_sqft": 679566,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.228,
"nearby_nodes": 2,
"network_redundancy_score": 0.701,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.537
} | {
"annualized_noi_impact_usd": 82133,
"annualized_revenue_impact_usd": 139495,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 533491,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.015,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.71
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.504,
"demand_pressure": 0.862,
"entitlement_friction": 0.228,
"labor_shortage": 0.78,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-103940",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:36:00Z",
"trace_id": "e877860d-ed89-4da0-b935-68d0e31919a4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.201,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.254,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.67,
"battery_mwh": 9.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-D1ACFE65BE",
"grid_service_limit_mw": 16.26,
"gross_sqft": 1257645,
"infill_site": false,
"lease_expiry_months": 45,... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.2,
"nearby_nodes": 8,
"network_redundancy_score": 0.834,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": 5122,
"annualized_revenue_impact_usd": 7355,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 498794,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.17
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.097,
"demand_pressure": 0.446,
"entitlement_friction": 0.2,
"labor_shortage": 0.93,
"portfolio_tightness": 0.585,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103941",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "9906bd08-729d-4708-9cdc-2f85e46ab98a"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.375,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.39,
"battery_mwh": 11.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-75FCE7E6D3",
"grid_service_limit_mw": 19.47,
"gross_sqft": 1379752,
"infill_site": false,
"lease_expiry_months": 67,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.661,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.103,
"nearby_nodes": 5,
"network_redundancy_score": 0.518,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 800645,
... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_r... | {
"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": "high",
"forecast_... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -73385,
"annualized_revenue_impact_usd": -96820,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 438649,
"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": -0.15,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.19
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.546,
"entitlement_friction": 0.103,
"labor_shortage": 0.582,
"portfolio_tightness": 0.485,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-103942",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "65d00a11-8f16-4433-8325-069fc24354d9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.211,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.064,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.64,
"battery_mwh": 9.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-69DEB719D2",
"grid_service_limit_mw": 19.58,
"gross_sqft": 1270339,
"infill_site": false,
"lease_expiry_months": 12,... | {
"capital_availability": 0.921,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.707,
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"entitlement_friction": 0.247,
"nearby_nodes": 2,
"network_redundancy_score": 0.848,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.486
} | {
"annualized_noi_impact_usd": 144806,
"annualized_revenue_impact_usd": 196397,
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"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.81
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.96
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.078,
"capital_availability": 0.921,
"demand_pressure": 0.469,
"entitlement_friction": 0.247,
"labor_shortage": 0.856,
"portfolio_tightness": 0.343,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-103943",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "a805e5b2-2eeb-4702-9993-caaa14b458a5"
} | {
"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": 8.9,
"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": 0.224,
"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_... | {
"automation_penetration": 0.21,
"battery_mwh": 5.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-B2BB16CFA7",
"grid_service_limit_mw": 12.08,
"gross_sqft": 610553,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.623,
"nearby_nodes": 7,
"network_redundancy_score": 0.601,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 96.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 59.2,
"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 58950,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.06
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.581,
"capital_availability": 0.388,
"demand_pressure": 0.888,
"entitlement_friction": 0.623,
"labor_shortage": 1,
"portfolio_tightness": 0.602,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103944",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:22:00Z",
"trace_id": "48e3d51b-9346-4c69-8755-39ccd622d67b"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.186,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.53,
"battery_mwh": 1.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-454B3C703D",
"grid_service_limit_mw": 11.09,
"gross_sqft": 944294,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.2,
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"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.722,
"nearby_nodes": 8,
"network_redundancy_score": 0.831,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 61.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 4.19,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 140966,
"annualized_revenue_impact_usd": 235691,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 548397,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.14
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.83
},
{
"action": "raise_priority_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.598,
"entitlement_friction": 0.722,
"labor_shortage": 0.841,
"portfolio_tightness": 0.661,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103945",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:21:00Z",
"trace_id": "83fb6311-36d5-4ac1-98c0-0ad2703bbf33"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-CFB7064A5F",
"grid_service_limit_mw": 18.23,
"gross_sqft": 1263179,
"infill_site": false,
"lease_expiry_months": 47,... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.641,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.316,
"nearby_nodes": 7,
"network_redundancy_score": 0.331,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1530292... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pressu... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": -0.53,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 30856,
"annualized_revenue_impact_usd": 42385,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 611686,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": -0.27,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.47
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.63,
"entitlement_friction": 0.316,
"labor_shortage": 0.848,
"portfolio_tightness": 0.367,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-103946",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:07:00Z",
"trace_id": "21b926da-93fe-4c69-a64f-c479e9bf8929"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"growth_rate": 0.398,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.295,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.4,
"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-1AFAA9D3E3",
"grid_service_limit_mw": 12.5,
"gross_sqft": 572834,
"infill_site": true,
"lease_expiry_months": 38,
"o... | {
"capital_availability": 0.07,
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"cross_node_rebalancing_capacity_pct": 0.076,
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"nearby_nodes": 8,
"network_redundancy_score": 0.65,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 119224,
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"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 2.73,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.28
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.711,
"entitlement_friction": 0.233,
"labor_shortage": 0.868,
"portfolio_tightness": 0.698,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103947",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "51e7ba2e-d8ed-4418-9cd8-369c5e5ce5de"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "250m_500m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-AA7EF17F22",
"grid_service_limit_mw": 14.62,
"gross_sqft": 1072844,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.28,
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"entitlement_friction": 0.691,
"nearby_nodes": 5,
"network_redundancy_score": 0.682,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 73.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -1.82,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.34
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.52
},
{
"action": "deploy_peak_shaving",
"reason": "powe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.673,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103948",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:29:00Z",
"trace_id": "3cd716e2-04ec-460f-98da-16d6fda8bd78"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.335,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 11.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-9654D9107E",
"grid_service_limit_mw": 10.92,
"gross_sqft": 558884,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 596... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.8,
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"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 4.81,
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} | {
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.1
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.898,
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"labor_shortage": 0.676,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-103949",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:43:00Z",
"trace_id": "27ab4fe1-912b-4307-ad62-4af05bfc94b7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.342,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.4,
"battery_mwh": 9.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-DC6DA78ACF",
"grid_service_limit_mw": 22.4,
"gross_sqft": 801257,
"infill_site": false,
"lease_expiry_months": 53,
"... | {
"capital_availability": 0.2,
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"entitlement_friction": 0.292,
"nearby_nodes": 3,
"network_redundancy_score": 0.828,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 944686,
... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 69.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 1.05,
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} | {
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"lease_rate_change_pct": -1.12,
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"score": 36.8
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.96
},
{
"action": "es... | {
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"labor_shortage": 0.445,
"portfolio_tightness": 0.507,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-103950",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:31:00Z",
"trace_id": "d8e67fab-dd05-4580-8ea5-ae9868310042"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.085,
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"grid_service_limit_mw": 12.95,
"gross_sqft": 1034696,
"infill_site": true,
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... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.572,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
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"forecast... | {
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"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 2.09,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.26
},
{
"action": "secure_pop_up... | {
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-103951",
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"status": "decision_pending",
"timestamp": "2026-01-01T23:11:00Z",
"trace_id": "a511bd4e-8602-4ae3-beab-fbab64255fbb"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.368,
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"gross_sqft": 1167985,
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... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"service_commitment_risk_pct": 18.2,
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} | {
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{
"action": "shift_overflow_to_satellite",
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{
... | {
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1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-103952",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:37:00Z",
"trace_id": "619cae6a-3886-4ba9-a52f-0ce34b61d238"
} | {
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"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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{
... | {
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"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
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} | {
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"retention_priority": "high",
"risk_of_churn": 0.384,
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"service_level_target":... | {
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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},
{
"action": "rebalance_carrier_mix",
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"score": 30.54
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{
"action": "deploy_peak_s... | {
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"power... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T23:12:00Z",
"trace_id": "63835714-f62f-46a5-9cfe-f8642b240827"
} | {
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"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"... | {
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"spec_pipeline_sqf... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecast... | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 35.62
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{
... | {
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"portfolio_tightness": 0.698,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-103954",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:32:00Z",
"trace_id": "d231339b-d9c8-479c-aa91-4b9a90a8fa85"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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... | {
"class": "Service_Window_Compression",
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"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"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"grid_service_limit_mw": 15.12,
"gross_sqft": 780186,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.502,
"nearby_nodes": 7,
"network_redundancy_score": 0.768,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -73287,
"annualized_revenue_impact_usd": -112667,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 471209,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.04
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.075,
"demand_pressure": 0.498,
"entitlement_friction": 0.502,
"labor_shortage": 0.84,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-103955",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:02:00Z",
"trace_id": "cd411499-bf06-48a8-a5a7-aff71e4b063f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"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,
"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": 0.278,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 6.9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-E8C59293F8",
"grid_service_limit_mw": 11.56,
"gross_sqft": 1405919,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.522,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.897,
"nearby_nodes": 8,
"network_redundancy_score": 0.751,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 85.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 30.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 4.65,
"tenant_expansion_probability": 0.687
} | {
"annualized_noi_impact_usd": 604329,
"annualized_revenue_impact_usd": 779287,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 469337,
"expansion_capture_probability_post_event": 0.648,
"lease_rate_change_pct": 2.74,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.73
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.67
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.522,
"demand_pressure": 0.587,
"entitlement_friction": 0.897,
"labor_shortage": 0.725,
"portfolio_tightness": 0.697,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103956",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:20:00Z",
"trace_id": "f8753c2d-2404-4e2c-b75b-915dd4b75219"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.41,
"battery_mwh": 10.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-39DF2E4512",
"grid_service_limit_mw": 12.2,
"gross_sqft": 1155571,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.268,
"nearby_nodes": 7,
"network_redundancy_score": 0.459,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 203... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 32984,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 2.03,
"occupancy_shift": -0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.66
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.855,
"capital_availability": 0.09,
"demand_pressure": 0.529,
"entitlement_friction": 0.268,
"labor_shortage": 0.924,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-103957",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "ceecc94d-e3fa-47eb-aac8-ce05e233b060"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.11,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.42,
"battery_mwh": 5.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-ADA5E16408",
"grid_service_limit_mw": 20.53,
"gross_sqft": 494769,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.701,
"nearby_nodes": 7,
"network_redundancy_score": 0.458,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.634
} | {
"annualized_noi_impact_usd": 19218,
"annualized_revenue_impact_usd": 30066,
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"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.419,
"demand_pressure": 0.66,
"entitlement_friction": 0.701,
"labor_shortage": 0.584,
"portfolio_tightness": 0.424,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.722,
"id": "FORGE-103958",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:00:00Z",
"trace_id": "581bb4ca-0bf7-4d62-bb68-c44ed00bf078"
} | {
"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"
} | {
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 4.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-F23C1D786D",
"grid_service_limit_mw": 13.64,
"gross_sqft": 611177,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.242,
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"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.212,
"nearby_nodes": 6,
"network_redundancy_score": 0.375,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 83.6,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 30.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.517
... | {
"annualized_noi_impact_usd": 67515,
"annualized_revenue_impact_usd": 106854,
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"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.34
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.09
},
{
"action": "defer_noncritical_projects",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.804,
"capital_availability": 0.242,
"demand_pressure": 0.547,
"entitlement_friction": 0.212,
"labor_shortage": 0.766,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-103959",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:48:00Z",
"trace_id": "cfdb6e28-9004-4496-b1c6-09e236781404"
} | {
"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": "power_constraint",
"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": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.72,
"battery_mwh": 10.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-768AE2485D",
"grid_service_limit_mw": 10.97,
"gross_sqft": 1278561,
"infill_site": true,
"lease_expiry_months": 62,... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.299,
"nearby_nodes": 7,
"network_redundancy_score": 0.51,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 219... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 80.8,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.78,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 4.83,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -271840,
"annualized_revenue_impact_usd": -407165,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 584292,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": 0.67,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36
},
{
"action": "escalate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.616,
"demand_pressure": 0.343,
"entitlement_friction": 0.299,
"labor_shortage": 0.829,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103960",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "ead17240-78c4-427d-a680-a0153416c240"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.146,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 7.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-31BC128ED1",
"grid_service_limit_mw": 16.56,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.168,
"nearby_nodes": 2,
"network_redundancy_score": 0.782,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.5,
"shift_fil... | {
"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": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -13481,
"annualized_revenue_impact_usd": -22745,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 413779,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.8
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.25
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.097,
"demand_pressure": 0.622,
"entitlement_friction": 0.168,
"labor_shortage": 0.881,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-103961",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:57:00Z",
"trace_id": "9f8c20af-76dc-47f3-8e27-8958b180a2fa"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.298,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.324,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 2.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-33A0C59AB4",
"grid_service_limit_mw": 21.72,
"gross_sqft": 438324,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.444,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.184,
"nearby_nodes": 2,
"network_redundancy_score": 0.796,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1158166,... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 85.5,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 58.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": 1353,
"annualized_revenue_impact_usd": 2292,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 483487,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 0.09,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.79
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.649,
"demand_pressure": 0.656,
"entitlement_friction": 0.184,
"labor_shortage": 0.698,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-103962",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:08:00Z",
"trace_id": "8234d77e-f962-4268-83f2-6fd524808bf4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.199,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.273,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.46,
"battery_mwh": 11.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-F81557FBFC",
"grid_service_limit_mw": 18.51,
"gross_sqft": 1197233,
"infill_site": false,
"lease_expiry_months": 53,
"... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.347,
"nearby_nodes": 7,
"network_redundancy_score": 0.551,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.416... | {
"annualized_noi_impact_usd": -6408,
"annualized_revenue_impact_usd": -9793,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 450158,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.63
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.29,
"demand_pressure": 0.531,
"entitlement_friction": 0.347,
"labor_shortage": 0.585,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-103963",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "1d541312-bf74-45f0-bc18-ceb4fc3131bb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.014,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.434,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.23,
"battery_mwh": 6.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-696A0EE5D4",
"grid_service_limit_mw": 14.12,
"gross_sqft": 464938,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.217,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.515,
"nearby_nodes": 8,
"network_redundancy_score": 0.345,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -29518,
"annualized_revenue_impact_usd": -47678,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 513773,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -0.7,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.17
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.217,
"demand_pressure": 0.726,
"entitlement_friction": 0.515,
"labor_shortage": 0.566,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-103964",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:02:00Z",
"trace_id": "0a8c45ad-bf3a-46a5-8fd0-ed6e38ad0928"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.252,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.268,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.22,
"battery_mwh": 1.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-6EEA42FA28",
"grid_service_limit_mw": 8.14,
"gross_sqft": 980536,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.85,
"nearby_nodes": 4,
"network_redundancy_score": 0.76,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1250... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 5.98,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 210776,
"annualized_revenue_impact_usd": 305393,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 492550,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 2.74,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.32
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.327,
"demand_pressure": 0.695,
"entitlement_friction": 0.85,
"labor_shortage": 1,
"portfolio_tightness": 0.728,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103965",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:49:00Z",
"trace_id": "dfb85db2-f40d-4012-9be0-5e192e61876f"
} | {
"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": 7.6,
"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": 0.444,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.181,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.26,
"battery_mwh": 10.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-F327061814",
"grid_service_limit_mw": 21.85,
"gross_sqft": 944002,
"infill_site": false,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.514,
"nearby_nodes": 6,
"network_redundancy_score": 0.562,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 96.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 88.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
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"rent_growth_30d_pct": 4.24,
"rent_growth_90d_pct": 5.73,
"tenant_expansion_probability": 0.796
} | {
"annualized_noi_impact_usd": 311694,
"annualized_revenue_impact_usd": 501001,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 440019,
"expansion_capture_probability_post_event": 0.763,
"lease_rate_change_pct": 4.98,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.11
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.312,
"demand_pressure": 0.806,
"entitlement_friction": 0.514,
"labor_shortage": 0.703,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103966",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:18:00Z",
"trace_id": "7531c2be-65b1-498d-a7d6-3d3af629e775"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.213,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.8,
"battery_mwh": 6.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-F57D945A37",
"grid_service_limit_mw": 11.1,
"gross_sqft": 1190038,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.962,
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"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.168,
"nearby_nodes": 3,
"network_redundancy_score": 0.461,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 1.77,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
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"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 0.11,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": -40609,
"annualized_revenue_impact_usd": -55983,
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"decision_horizon_days": 60,
"estimated_capex_usd": 307170,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.58
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.063,
"demand_pressure": 0.492,
"entitlement_friction": 0.168,
"labor_shortage": 0.561,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-103967",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:19:00Z",
"trace_id": "68177a39-6ecf-4c1b-a741-d96858931128"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.062,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.77,
"battery_mwh": 5.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-E336E958AF",
"grid_service_limit_mw": 17.41,
"gross_sqft": 459818,
"infill_site": true,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.324,
"nearby_nodes": 7,
"network_redundancy_score": 0.491,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 865... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.243
... | {
"annualized_noi_impact_usd": -31710,
"annualized_revenue_impact_usd": -49069,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 598164,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -1.18,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.17
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0,
"demand_pressure": 0.308,
"entitlement_friction": 0.324,
"labor_shortage": 0.817,
"portfolio_tightness": 0.539,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-103968",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:48:00Z",
"trace_id": "5aa0f9b5-7ad8-434c-b820-ca6405172bf0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": 0.079,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.473,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.53,
"battery_mwh": 12.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-3D0413DB25",
"grid_service_limit_mw": 14.2,
"gross_sqft": 525400,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.228,
"nearby_nodes": 3,
"network_redundancy_score": 0.768,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1978257,... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
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"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": -0.6,
"tenant_expansion_probability": 0.243
} | {
"annualized_noi_impact_usd": -45774,
"annualized_revenue_impact_usd": -64162,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -2.19,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.11
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.74,
"capital_availability": 0.43,
"demand_pressure": 0.45,
"entitlement_friction": 0.228,
"labor_shortage": 0.633,
"portfolio_tightness": 0.38,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103969",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "4ab4b448-30a5-45aa-a360-4d24f233d427"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.29,
"battery_mwh": 6.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-643C244731",
"grid_service_limit_mw": 9,
"gross_sqft": 1060384,
"infill_site": false,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0.023,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.385,
"nearby_nodes": 4,
"network_redundancy_score": 0.459,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 149... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 5.17,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 370231,
"annualized_revenue_impact_usd": 517031,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 619891,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 3.53,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.24
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.747,
"capital_availability": 0.023,
"demand_pressure": 0.597,
"entitlement_friction": 0.385,
"labor_shortage": 0.949,
"portfolio_tightness": 0.723,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-103970",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:02:00Z",
"trace_id": "717e8eed-e633-4d43-8016-1deac783dd6b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.143,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.73,
"battery_mwh": 11.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-45F5AF1BFE",
"grid_service_limit_mw": 21.94,
"gross_sqft": 742001,
"infill_site": true,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.415,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.502,
"nearby_nodes": 2,
"network_redundancy_score": 0.519,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": -34715,
"annualized_revenue_impact_usd": -48465,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 458150,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.41
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.415,
"demand_pressure": 0.366,
"entitlement_friction": 0.502,
"labor_shortage": 0.803,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-103971",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "e037cd4e-b0d6-4423-ae1e-d3c469fdd8e8"
} | {
"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": 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": 0.016,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.65,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-CFDFCFF796",
"grid_service_limit_mw": 20.11,
"gross_sqft": 1045814,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
"capital_availability": 0.178,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.297,
"nearby_nodes": 4,
"network_redundancy_score": 0.798,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -181584,
"annualized_revenue_impact_usd": -242780,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 591452,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -1.76,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.624,
"capital_availability": 0.178,
"demand_pressure": 0.509,
"entitlement_friction": 0.297,
"labor_shortage": 0.807,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-103972",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "605dda55-b3bf-4f81-a006-c2a0ecd3cda6"
} | {
"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": 8.9,
"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": 0.212,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.164,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.26,
"battery_mwh": 4.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-ECE27E9D9E",
"grid_service_limit_mw": 14.27,
"gross_sqft": 1196844,
"infill_site": false,
"lease_expiry_months": 46,... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.807,
"nearby_nodes": 4,
"network_redundancy_score": 0.377,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": -124649,
"annualized_revenue_impact_usd": -194262,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 695313,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.22
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.98
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.507,
"demand_pressure": 0.671,
"entitlement_friction": 0.807,
"labor_shortage": 0.833,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103973",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "576444a1-816c-4f7d-9c02-3603f7622b22"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.106,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.23,
"battery_mwh": 11.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-ACFC2F35C6",
"grid_service_limit_mw": 19.99,
"gross_sqft": 741463,
"infill_site": true,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.686,
"nearby_nodes": 6,
"network_redundancy_score": 0.846,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 55741,
"annualized_revenue_impact_usd": 74333,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 651090,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.07
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.457,
"capital_availability": 0.106,
"demand_pressure": 0.502,
"entitlement_friction": 0.686,
"labor_shortage": 0.931,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103974",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:08:00Z",
"trace_id": "7a65ce21-6d46-4cfa-a23f-314a2a899b4c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.141,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.54,
"battery_mwh": 5.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-56EAAC8AF6",
"grid_service_limit_mw": 17.96,
"gross_sqft": 508937,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.306,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.177,
"nearby_nodes": 8,
"network_redundancy_score": 0.862,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.859,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -86235,
"annualized_revenue_impact_usd": -146363,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 714726,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -1.86,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.29
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.306,
"demand_pressure": 0.332,
"entitlement_friction": 0.177,
"labor_shortage": 0.726,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103975",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:52:00Z",
"trace_id": "f23d46b3-60a2-491b-8358-591dc33138a8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.025,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.374,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.34,
"battery_mwh": 5.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-E8D9359BFD",
"grid_service_limit_mw": 12.76,
"gross_sqft": 251733,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.441,
"nearby_nodes": 4,
"network_redundancy_score": 0.847,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 78,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": -0.54,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -37169,
"annualized_revenue_impact_usd": -56998,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 579580,
"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -3.67,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.51
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.58
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.598,
"demand_pressure": 0.223,
"entitlement_friction": 0.441,
"labor_shortage": 0.82,
"portfolio_tightness": 0.558,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103976",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "7b46ebf7-4bc9-40f8-bc13-bebc24060810"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.003,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 6.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-23E9EE0DFB",
"grid_service_limit_mw": 17.67,
"gross_sqft": 1262542,
"infill_site": false,
"lease_expiry_months": 70,... | {
"capital_availability": 0.762,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.621,
"nearby_nodes": 5,
"network_redundancy_score": 0.773,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 168736... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.6,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -119479,
"annualized_revenue_impact_usd": -200410,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 541754,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -1.71,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.58
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.53
},
{
"action": "monitor_and_stage",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.762,
"demand_pressure": 0.448,
"entitlement_friction": 0.621,
"labor_shortage": 0.531,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-103977",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:18:00Z",
"trace_id": "ebee8ab9-20fc-41b8-8eb8-8cfca61ad98c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"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": 0.089,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.64,
"battery_mwh": 9.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-30CB3A7A90",
"grid_service_limit_mw": 13.77,
"gross_sqft": 757872,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.526,
"nearby_nodes": 4,
"network_redundancy_score": 0.668,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": 3.02,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": 15001,
"annualized_revenue_impact_usd": 23902,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 487942,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 22.92
},
{
"action": "offer_preemptive_expansion_term_she... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.185,
"capital_availability": 0.382,
"demand_pressure": 0.385,
"entitlement_friction": 0.526,
"labor_shortage": 0.603,
"portfolio_tightness": 0.694,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-103978",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:17:00Z",
"trace_id": "8c197efe-8378-43da-b92a-271ad913f276"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": -0.027,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 6.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-41BAAE1B90",
"grid_service_limit_mw": 20.22,
"gross_sqft": 1073232,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.067,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.474,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.365,
"nearby_nodes": 5,
"network_redundancy_score": 0.694,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_r... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -185660,
"annualized_revenue_impact_usd": -260428,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 519938,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -1.34,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.55
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.067,
"demand_pressure": 0.332,
"entitlement_friction": 0.365,
"labor_shortage": 1,
"portfolio_tightness": 0.517,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-103979",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "5a1791a7-0332-4748-a24d-bdc5cb76f691"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.098,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 0.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-1F9AD5090D",
"grid_service_limit_mw": 19.18,
"gross_sqft": 1163908,
"infill_site": false,
"lease_expiry_months": 67,
"o... | {
"capital_availability": 0.028,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.238,
"nearby_nodes": 5,
"network_redundancy_score": 0.814,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 207597... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -146541,
"annualized_revenue_impact_usd": -207307,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 621170,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.62,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.23
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.72
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.713,
"capital_availability": 0.028,
"demand_pressure": 0.422,
"entitlement_friction": 0.238,
"labor_shortage": 0.86,
"portfolio_tightness": 0.498,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103980",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "5a1f409d-41f5-4cd9-a7a7-c96d96a99f48"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.212,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.162,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.37,
"battery_mwh": 9.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-B48F5F3640",
"grid_service_limit_mw": 12.84,
"gross_sqft": 1308821,
"infill_site": false,
"lease_expiry_months": 15,
"o... | {
"capital_availability": 0.091,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.528,
"nearby_nodes": 6,
"network_redundancy_score": 0.837,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": -12902,
"annualized_revenue_impact_usd": -20488,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 474629,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.17
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.658,
"capital_availability": 0.091,
"demand_pressure": 0.578,
"entitlement_friction": 0.528,
"labor_shortage": 0.795,
"portfolio_tightness": 0.575,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-103981",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "0ae1960b-01c2-4e0a-86ee-a9a5727ec710"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.136,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.23,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.3,
"battery_mwh": 3.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-1019CF38A4",
"grid_service_limit_mw": 13.77,
"gross_sqft": 924477,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.01,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.141,
"nearby_nodes": 3,
"network_redundancy_score": 0.453,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 821... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 81.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -88530,
"annualized_revenue_impact_usd": -140906,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 483714,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.43
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.518,
"capital_availability": 0.01,
"demand_pressure": 0.432,
"entitlement_friction": 0.141,
"labor_shortage": 0.928,
"portfolio_tightness": 0.429,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-103982",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:01:00Z",
"trace_id": "ade7c10a-1ec3-487a-9fcb-daad3c887f10"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.264,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.6,
"battery_mwh": 4.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-D488078C55",
"grid_service_limit_mw": 8.54,
"gross_sqft": 373493,
"infill_site": false,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.18,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.828,
"nearby_nodes": 4,
"network_redundancy_score": 0.509,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 160... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.34,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -37569,
"annualized_revenue_impact_usd": -56496,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 513983,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -2.49,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.17
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.18,
"demand_pressure": 0.647,
"entitlement_friction": 0.828,
"labor_shortage": 0.97,
"portfolio_tightness": 0.692,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-103983",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:24:00Z",
"trace_id": "8b612905-31b6-466f-93dc-9a363d482f5e"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.43,
"battery_mwh": 1.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-314D94B44D",
"grid_service_limit_mw": 13.52,
"gross_sqft": 1150052,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.172,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.654,
"nearby_nodes": 4,
"network_redundancy_score": 0.32,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2034469... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.6,
"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": 14.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": -0.8,
"rent_growth_90d_pct": -0.69,
"tenant_expansion_probability": 0.254
} | {
"annualized_noi_impact_usd": -225043,
"annualized_revenue_impact_usd": -364366,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 511233,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -2.86,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.81
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.575,
"capital_availability": 0.172,
"demand_pressure": 0.258,
"entitlement_friction": 0.654,
"labor_shortage": 0.616,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103984",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:21:00Z",
"trace_id": "0eb7f65e-e93b-48b3-8eec-889a98bb95e1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.12,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 3.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-8D38E0860E",
"grid_service_limit_mw": 21.69,
"gross_sqft": 1224667,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.669,
"nearby_nodes": 7,
"network_redundancy_score": 0.574,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 0.02,
"tenant_expansion_probability": 0.263
} | {
"annualized_noi_impact_usd": -227883,
"annualized_revenue_impact_usd": -314844,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 689496,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -3.11,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.45
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.431,
"demand_pressure": 0.526,
"entitlement_friction": 0.669,
"labor_shortage": 0.928,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-103985",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:49:00Z",
"trace_id": "a990706b-29d4-4b89-946a-983dc6297b05"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.092,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.82,
"battery_mwh": 2.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-83F235D305",
"grid_service_limit_mw": 10.97,
"gross_sqft": 828559,
"infill_site": false,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.623,
"nearby_nodes": 2,
"network_redundancy_score": 0.865,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.83,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 5.15,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 131102,
"annualized_revenue_impact_usd": 180532,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 500140,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.07
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 28.63
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.228,
"demand_pressure": 0.722,
"entitlement_friction": 0.623,
"labor_shortage": 0.733,
"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-103986",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:24:00Z",
"trace_id": "938cfb2b-1a26-4ee4-a554-1b85d3d29d99"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.42,
"battery_mwh": 2.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-C93D0B045F",
"grid_service_limit_mw": 19.72,
"gross_sqft": 508077,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.351,
"nearby_nodes": 2,
"network_redundancy_score": 0.858,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"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_pres... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -43790,
"annualized_revenue_impact_usd": -69785,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 614532,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.2
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.12
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
"capital_availability": 0.2,
"demand_pressure": 0.398,
"entitlement_friction": 0.351,
"labor_shortage": 0.521,
"portfolio_tightness": 0.454,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-103987",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:43:00Z",
"trace_id": "19d011d1-8f88-4c7d-a906-ac303cc89621"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.233,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.27,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.59,
"battery_mwh": 2.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-2B71BF8CAF",
"grid_service_limit_mw": 23.13,
"gross_sqft": 751108,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.158,
"nearby_nodes": 6,
"network_redundancy_score": 0.359,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": 24990,
"annualized_revenue_impact_usd": 38127,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 508728,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.48
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.898,
"capital_availability": 0.209,
"demand_pressure": 0.657,
"entitlement_friction": 0.158,
"labor_shortage": 0.66,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-103988",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "b9d45746-bf6b-483e-a349-aa0a0b12dc87"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": true,
"growth_rate": 0.049,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.346,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.53,
"battery_mwh": 10.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-3D70B026E1",
"grid_service_limit_mw": 23.56,
"gross_sqft": 800114,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.719,
"nearby_nodes": 5,
"network_redundancy_score": 0.407,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1543619... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -94837,
"annualized_revenue_impact_usd": -143231,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 709006,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -1.59,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.97
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.526,
"demand_pressure": 0.622,
"entitlement_friction": 0.719,
"labor_shortage": 0.821,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103989",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:23:00Z",
"trace_id": "25773cc7-1eeb-4200-8cf1-77e3596b2a02"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.134,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.04,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.23,
"battery_mwh": 3.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-D489877EC8",
"grid_service_limit_mw": 17.26,
"gross_sqft": 467214,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.715,
"nearby_nodes": 5,
"network_redundancy_score": 0.725,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 92,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": 14190,
"annualized_revenue_impact_usd": 19458,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 637311,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": -0.26,
"occupancy_shift": 0.037,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.2
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.19
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.579,
"demand_pressure": 0.76,
"entitlement_friction": 0.715,
"labor_shortage": 0.678,
"portfolio_tightness": 0.374,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.723,
"id": "FORGE-103990",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "a4fa2bfc-1355-4156-b363-e937d2bdad65"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.04,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.52,
"battery_mwh": 5.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-7B40CFA0B9",
"grid_service_limit_mw": 15.55,
"gross_sqft": 1078914,
"infill_site": true,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.323,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.715,
"nearby_nodes": 6,
"network_redundancy_score": 0.862,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.7,
"dock_utilization_pct": 78.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.646,
"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": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -78193,
"annualized_revenue_impact_usd": -102313,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 521105,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1.28,
"occupancy_shift": 0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.99
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.2,
"demand_pressure": 0.273,
"entitlement_friction": 0.715,
"labor_shortage": 0.719,
"portfolio_tightness": 0.513,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103991",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "dc6297bc-d3f8-41e7-bee5-e861db0f3440"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.22,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.59,
"battery_mwh": 7.83,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-6E769D0A6F",
"grid_service_limit_mw": 13.31,
"gross_sqft": 1369713,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.553,
"nearby_nodes": 8,
"network_redundancy_score": 0.595,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"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": "moderate",
"foreca... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.428... | {
"annualized_noi_impact_usd": -132545,
"annualized_revenue_impact_usd": -218227,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 672744,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": 0.7,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.93
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.484,
"capital_availability": 0.47,
"demand_pressure": 0.406,
"entitlement_friction": 0.553,
"labor_shortage": 0.866,
"portfolio_tightness": 0.65,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-103992",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "15ef2bcb-d57b-4753-bb48-32fe0af802a2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.145,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.68,
"battery_mwh": 8.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-21FF8F251D",
"grid_service_limit_mw": 11.03,
"gross_sqft": 919801,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.653,
"nearby_nodes": 2,
"network_redundancy_score": 0.658,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -201922,
"annualized_revenue_impact_usd": -269989,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 497785,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.25
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.493,
"capital_availability": 0.323,
"demand_pressure": 0.51,
"entitlement_friction": 0.653,
"labor_shortage": 1,
"portfolio_tightness": 0.563,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-103993",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:01:00Z",
"trace_id": "7bdf6003-d925-45cd-bf21-1fd87dc01526"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.053,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.227,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 10.9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-0870574ECD",
"grid_service_limit_mw": 15.91,
"gross_sqft": 1073537,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.666,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.432,
"nearby_nodes": 5,
"network_redundancy_score": 0.866,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -189622,
"annualized_revenue_impact_usd": -300767,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 525211,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.8
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.439,
"capital_availability": 0.666,
"demand_pressure": 0.452,
"entitlement_friction": 0.432,
"labor_shortage": 0.979,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-103994",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:56:00Z",
"trace_id": "e804f21e-b973-4799-8a8f-1a2b2f43f8bf"
} | {
"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",
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],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
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"service_level_targe... | {
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"gross_sqft": 1016381,
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"portfolio_cluster": "phoenix_west_valley",
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{
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} | {
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{
"action": "shift_overflow_to_satellite",
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"score": 30.26
},
{
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "e4c6d245-df93-4e76-ad0c-97ef072d478b"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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{
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{... | {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 24.88
},
{
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... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T01:08:00Z",
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} | {
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"region": "midwest_us",
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} | {
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},
{
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... | {
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],
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}
} | {
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{
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} | {
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},
{
"action": "escalate_utility_interconnect",
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"score": 34.8
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{
"action": "shift_overflow_to_sa... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "bfe75452-bf44-4795-904a-6aa7090dd983"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
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} | {
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},
{
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... | {
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"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "secure_pop_up_capacity",
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"score": 35.83
},
{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T23:01:00Z",
"trace_id": "f2e1d909-5eda-4415-836c-d89bd1d6c544"
} | {
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"region": "mountain_us",
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} | {
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},
{
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... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.... | {
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"gross_sqft": 670008,
"infill_site": true,
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"occu... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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} | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.94
},
{
"action": "rebal... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103999",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "652811e6-afea-448d-8acb-68f85869c311"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.013,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.21,
"battery_mwh": 8.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-D59928F769",
"grid_service_limit_mw": 14.43,
"gross_sqft": 1025822,
"infill_site": true,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.217,
"nearby_nodes": 7,
"network_redundancy_score": 0.346,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.126
} | {
"annualized_noi_impact_usd": -281210,
"annualized_revenue_impact_usd": -446989,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 519539,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.36,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.69
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.01
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.377,
"demand_pressure": 0.402,
"entitlement_friction": 0.217,
"labor_shortage": 0.888,
"portfolio_tightness": 0.535,
... |
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