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-109500",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:25:00Z",
"trace_id": "a2ef5431-5fb4-4707-9f42-76e64ae16370"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.329,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.145,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.5,
"battery_mwh": 11.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-3068018831",
"grid_service_limit_mw": 15.11,
"gross_sqft": 290471,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.337,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.427,
"nearby_nodes": 8,
"network_redundancy_score": 0.387,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 87.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 21456,
"annualized_revenue_impact_usd": 28517,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 347540,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.51
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.877,
"capital_availability": 0.337,
"demand_pressure": 0.764,
"entitlement_friction": 0.427,
"labor_shortage": 0.752,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.899,
"id": "FORGE-109501",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:58:00Z",
"trace_id": "38360d4e-90b3-4410-a2cf-53156a0a890b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.405,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.68,
"battery_mwh": 4.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-F890B3C817",
"grid_service_limit_mw": 19.77,
"gross_sqft": 1041047,
"infill_site": false,
"lease_expiry_months": 32,... | {
"capital_availability": 0.788,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.575,
"nearby_nodes": 6,
"network_redundancy_score": 0.326,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.9,
"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": 19.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 56762,
"annualized_revenue_impact_usd": 81574,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 647573,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 51.82
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.23
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.788,
"demand_pressure": 0.561,
"entitlement_friction": 0.575,
"labor_shortage": 0.874,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109502",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "d4c65023-9451-4d3f-a838-8199e653e1b5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"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": 0.371,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.48,
"battery_mwh": 3.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-7A55694102",
"grid_service_limit_mw": 17.88,
"gross_sqft": 609857,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.107,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.186,
"nearby_nodes": 8,
"network_redundancy_score": 0.56,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 88.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 27076,
"annualized_revenue_impact_usd": 41524,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 561595,
"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.93
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.515,
"capital_availability": 0.107,
"demand_pressure": 0.8,
"entitlement_friction": 0.186,
"labor_shortage": 0.783,
"portfolio_tightness": 0.527,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-109503",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:59:00Z",
"trace_id": "f7b94cfd-d9e0-4186-a779-680b5f70d6df"
} | {
"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": 8.4,
"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": 0.333,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.08,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 9.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-0576FA83CA",
"grid_service_limit_mw": 21.22,
"gross_sqft": 1131669,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.142,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.673,
"nearby_nodes": 6,
"network_redundancy_score": 0.821,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 86.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 114942,
"annualized_revenue_impact_usd": 165782,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 533519,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.96
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.822,
"capital_availability": 0.142,
"demand_pressure": 0.704,
"entitlement_friction": 0.673,
"labor_shortage": 0.79,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109504",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "891e5835-7b7d-4ca9-a4c7-ca59b705af1b"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.172,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.333,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.48,
"battery_mwh": 7.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-3F7CD54175",
"grid_service_limit_mw": 17.08,
"gross_sqft": 881401,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.645,
"nearby_nodes": 5,
"network_redundancy_score": 0.765,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -42937,
"annualized_revenue_impact_usd": -73926,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 400096,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.89
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.26
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.316,
"demand_pressure": 0.472,
"entitlement_friction": 0.645,
"labor_shortage": 0.633,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109505",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:04:00Z",
"trace_id": "7edfcdc2-f38b-4736-8deb-8667eb1500bf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.041,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.53,
"battery_mwh": 12.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-689315EC59",
"grid_service_limit_mw": 16.81,
"gross_sqft": 843674,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.197,
"nearby_nodes": 7,
"network_redundancy_score": 0.81,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.1,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": 21338,
"annualized_revenue_impact_usd": 27556,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 475969,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 26.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.59
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.22,
"demand_pressure": 0.671,
"entitlement_friction": 0.197,
"labor_shortage": 0.593,
"portfolio_tightness": 0.529,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-109506",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:55:00Z",
"trace_id": "f90028dc-958e-48a4-b2eb-773453e5e24e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.36,
"battery_mwh": 5.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-8BBCA3D030",
"grid_service_limit_mw": 9.56,
"gross_sqft": 1412831,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.808,
"nearby_nodes": 6,
"network_redundancy_score": 0.335,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.7,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -317358,
"annualized_revenue_impact_usd": -458281,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.07
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.339,
"demand_pressure": 0.455,
"entitlement_friction": 0.808,
"labor_shortage": 0.807,
"portfolio_tightness": 0.615,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109507",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "5b86ad61-f978-43a1-b798-478740497192"
} | {
"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": 8.5,
"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": 0.072,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.436,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.61,
"battery_mwh": 7.65,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-C1979C05A5",
"grid_service_limit_mw": 26.62,
"gross_sqft": 521641,
"infill_site": true,
"lease_expiry_months": 29,
"... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.255,
"nearby_nodes": 7,
"network_redundancy_score": 0.696,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": 0.57,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -158124,
"annualized_revenue_impact_usd": -266881,
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"decision_horizon_days": 90,
"estimated_capex_usd": 735110,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -2.69,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.97
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.509,
"demand_pressure": 0.341,
"entitlement_friction": 0.255,
"labor_shortage": 0.886,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109508",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:21:00Z",
"trace_id": "c08a88ce-f8c5-4947-b054-13f31c4811e1"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.09,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.48,
"battery_mwh": 10.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-751C3C5E51",
"grid_service_limit_mw": 18.3,
"gross_sqft": 798057,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.282,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.143,
"nearby_nodes": 3,
"network_redundancy_score": 0.577,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 175210... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 79.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
"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": 2.12,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.87,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": -0.67,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -134687,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -2.74,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.78
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.282,
"demand_pressure": 0.349,
"entitlement_friction": 0.143,
"labor_shortage": 1,
"portfolio_tightness": 0.426,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109509",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:53:00Z",
"trace_id": "18211438-03aa-442d-b4fb-7cf8a57936c8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.112,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.73,
"battery_mwh": 2.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-7A775F20B7",
"grid_service_limit_mw": 20.57,
"gross_sqft": 685851,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.709,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.192,
"nearby_nodes": 2,
"network_redundancy_score": 0.39,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1106908,... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.2,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -18764,
"annualized_revenue_impact_usd": -26828,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 24.14
},
{
"action": "hol... | {
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"demand_pressure": 0.431,
"entitlement_friction": 0.192,
"labor_shortage": 0.449,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-109510",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:13:00Z",
"trace_id": "1ca0d2ce-8f32-4e23-9f02-6862065b4a82"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.463,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 3.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-47619B4539",
"grid_service_limit_mw": 9.98,
"gross_sqft": 1005484,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.692,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 104036... | [
{
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"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 1.2,
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} | {
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"lease_rate_change_pct": -2.01,
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{
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"score": 39.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.31
},
{
"action": "secure_pop_up_capacity",
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"labor_shortage": 0.987,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109511",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:38:00Z",
"trace_id": "e60b0944-114a-4c7a-b1ab-ba92ca53fb06"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.081,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 23.23,
"gross_sqft": 929690,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.686,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_... | {
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"forecast... | {
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"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.628... | {
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"score": 44.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.95
},
{
"action": "shif... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-109512",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:29:00Z",
"trace_id": "ce3d1dab-f4db-4b10-9113-f33fb1936a88"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.49,
"service_level_targe... | {
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"gross_sqft": 877954,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill_rat... | {
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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_pres... | {
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"rent_growth_90d_pct": 3.28,
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} | {
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"lease_rate_change_pct": 0.32,
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{
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"score": 40.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.64
},
{
"action": "offer... | {
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"labor_shortage": 0.711,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-109513",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "25c09603-aec0-40c4-a4e8-94caf2ba7637"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.384,
"seasonality": 0.82,
"service_level_tar... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-1664C40B7A",
"grid_service_limit_mw": 12.88,
"gross_sqft": 1247748,
"infill_site": false,
"lease_expiry_months": 9,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.696,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fil... | {
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"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 2.53,
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} | {
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"service_penalty_r... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 27.01
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.73
},
{
"action": "delay_spe... | {
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"labor_shortage": 0.599,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-109514",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:31:00Z",
"trace_id": "6ff74001-6e0c-4549-b449-06c1925bb4da"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.344,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 2.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-5261A14B23",
"grid_service_limit_mw": 11.53,
"gross_sqft": 974789,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.143,
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"network_redundancy_score": 0.585,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.5,
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"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 54626,
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"lease_rate_change_pct": 1.33,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.51
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.143,
"demand_pressure": 0.549,
"entitlement_friction": 0.487,
"labor_shortage": 0.92,
"portfolio_tightness": 0.614,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.88,
"id": "FORGE-109515",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:21:00Z",
"trace_id": "daef1fea-500f-4954-987d-7d742ee93613"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.152,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.101,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.2,
"battery_mwh": 7.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-87081DB45C",
"grid_service_limit_mw": 19.74,
"gross_sqft": 1228900,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.718,
"nearby_nodes": 6,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -152410,
"annualized_revenue_impact_usd": -206885,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 592007,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -1.65,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.2
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.64
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.282,
"capital_availability": 0.351,
"demand_pressure": 0.49,
"entitlement_friction": 0.718,
"labor_shortage": 0.879,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109516",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:56:00Z",
"trace_id": "789b0ee6-6702-4270-b398-486533ce2dac"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.075,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.78,
"battery_mwh": 2.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-9589B4411D",
"grid_service_limit_mw": 26.94,
"gross_sqft": 1179581,
"infill_site": false,
"lease_expiry_months": 71,... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.37,
"nearby_nodes": 4,
"network_redundancy_score": 0.762,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 94.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -126838,
"annualized_revenue_impact_usd": -171067,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 620459,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.05
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.358,
"demand_pressure": 0.737,
"entitlement_friction": 0.37,
"labor_shortage": 0.797,
"portfolio_tightness": 0.519,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109517",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:30:00Z",
"trace_id": "b242bedd-ede5-43d5-aff4-87324d713cbf"
} | {
"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": 8.4,
"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": 0.35,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.245,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.63,
"battery_mwh": 0.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-1C585BE49E",
"grid_service_limit_mw": 15.36,
"gross_sqft": 857778,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.488,
"nearby_nodes": 7,
"network_redundancy_score": 0.661,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 116913,
"annualized_revenue_impact_usd": 162847,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 457113,
"expansion_capture_probability_post_event": 0.492,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.91
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.42,
"demand_pressure": 0.68,
"entitlement_friction": 0.488,
"labor_shortage": 0.762,
"portfolio_tightness": 0.495,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-109518",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:21:00Z",
"trace_id": "58bd15d8-b4e3-4c1b-bd21-95baec3951b2"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.19,
"battery_mwh": 3.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-57417C70AF",
"grid_service_limit_mw": 13.42,
"gross_sqft": 345395,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.268,
"nearby_nodes": 4,
"network_redundancy_score": 0.583,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -137586,
"annualized_revenue_impact_usd": -194418,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 447212,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.97
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.447,
"capital_availability": 0.609,
"demand_pressure": 0.323,
"entitlement_friction": 0.268,
"labor_shortage": 0.819,
"portfolio_tightness": 0.609,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-109519",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "5c6c99c4-77de-4222-85b1-098c4699a4e4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"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": 0.213,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.334,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.21,
"battery_mwh": 9.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-E53045CEBD",
"grid_service_limit_mw": 11.6,
"gross_sqft": 1291416,
"infill_site": false,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.661,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.495,
"nearby_nodes": 8,
"network_redundancy_score": 0.355,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 86.4,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"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": 2.82,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 4.4,
"rent_growth_90d_pct": 6.19,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 477767,
"annualized_revenue_impact_usd": 640510,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 463090,
"expansion_capture_probability_post_event": 0.495,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.19
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.457,
"capital_availability": 0.661,
"demand_pressure": 0.647,
"entitlement_friction": 0.495,
"labor_shortage": 0.749,
"portfolio_tightness": 0.612,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109520",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "0dca60df-8caf-40ff-8565-5eed1f3ca6ac"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.333,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 0.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-E4AF33BC46",
"grid_service_limit_mw": 14.34,
"gross_sqft": 1016250,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.251,
"nearby_nodes": 6,
"network_redundancy_score": 0.867,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 87.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 67928,
"annualized_revenue_impact_usd": 92029,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 545096,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.13
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0.111,
"demand_pressure": 0.751,
"entitlement_friction": 0.251,
"labor_shortage": 1,
"portfolio_tightness": 0.487,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109521",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:04:00Z",
"trace_id": "74e63dab-69c8-4a81-96bb-69e853a0834d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.084,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.81,
"battery_mwh": 0.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-2501376E03",
"grid_service_limit_mw": 10.81,
"gross_sqft": 1323984,
"infill_site": true,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.513,
"nearby_nodes": 4,
"network_redundancy_score": 0.424,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1084... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 82,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -64992,
"annualized_revenue_impact_usd": -96911,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 519591,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.34
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.4
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.306,
"capital_availability": 0.526,
"demand_pressure": 0.415,
"entitlement_friction": 0.513,
"labor_shortage": 0.703,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109522",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:28:00Z",
"trace_id": "4ed91420-2768-4b3c-b69e-e42a0e338352"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.187,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.227,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.21,
"battery_mwh": 12.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-84ADCF465E",
"grid_service_limit_mw": 25.29,
"gross_sqft": 476320,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.528,
"nearby_nodes": 5,
"network_redundancy_score": 0.466,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -12347,
"annualized_revenue_impact_usd": -17721,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 573962,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": -1.28,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.31
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.321,
"capital_availability": 0.265,
"demand_pressure": 0.567,
"entitlement_friction": 0.528,
"labor_shortage": 0.855,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-109523",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "2d053be9-0721-47ca-aace-4e2d272ce7ce"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.479,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.76,
"battery_mwh": 3.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-18608281D3",
"grid_service_limit_mw": 15.41,
"gross_sqft": 1072205,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.005,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.673,
"nearby_nodes": 6,
"network_redundancy_score": 0.322,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.5,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": -0.67,
"rent_growth_90d_pct": -0.76,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -292098,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 589583,
"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": -3,
"occupancy_shift": -0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.37
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.547,
"capital_availability": 0.005,
"demand_pressure": 0.492,
"entitlement_friction": 0.673,
"labor_shortage": 0.697,
"portfolio_tightness": 0.306,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.893,
"id": "FORGE-109524",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:18:00Z",
"trace_id": "3421a7f6-3ea1-4445-810a-57c4f15da583"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.322,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 10.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-4321167E5B",
"grid_service_limit_mw": 15.04,
"gross_sqft": 814202,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.088,
"nearby_nodes": 5,
"network_redundancy_score": 0.795,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 5.59,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 38342,
"annualized_revenue_impact_usd": 54515,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 496978,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 3.52,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.26
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.459,
"demand_pressure": 0.911,
"entitlement_friction": 0.088,
"labor_shortage": 0.733,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109525",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "ffd6b839-f494-47b7-ae0e-7b501a03f554"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.021,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.272,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.64,
"battery_mwh": 9.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-E591D78DFD",
"grid_service_limit_mw": 26.1,
"gross_sqft": 1007129,
"infill_site": true,
"lease_expiry_months": 51,
"occup... | {
"capital_availability": 0.065,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.121,
"nearby_nodes": 2,
"network_redundancy_score": 0.795,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.13
} | {
"annualized_noi_impact_usd": -146197,
"annualized_revenue_impact_usd": -226562,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 543417,
"expansion_capture_probability_post_event": 0.027,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.31
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.343,
"capital_availability": 0.065,
"demand_pressure": 0.594,
"entitlement_friction": 0.121,
"labor_shortage": 0.589,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-109526",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:46:00Z",
"trace_id": "c7ab5d2b-c4f8-4e1f-a2cb-0d76b3bd1a50"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.134,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.17,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.2,
"battery_mwh": 5.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-F1A9A45DDA",
"grid_service_limit_mw": 17.24,
"gross_sqft": 482859,
"infill_site": false,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.567,
"nearby_nodes": 5,
"network_redundancy_score": 0.45,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -38461,
"annualized_revenue_impact_usd": -54090,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 638611,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.01
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.84
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.259,
"demand_pressure": 0.593,
"entitlement_friction": 0.567,
"labor_shortage": 0.895,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109527",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "a3800abd-7898-4405-aa9c-ee7766ef2e48"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.409,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.32,
"battery_mwh": 9.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-ADEF2F6728",
"grid_service_limit_mw": 14.84,
"gross_sqft": 1008038,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.408,
"nearby_nodes": 5,
"network_redundancy_score": 0.617,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 105843... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.622
} | {
"annualized_noi_impact_usd": 42544,
"annualized_revenue_impact_usd": 66030,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 588821,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 0.91,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.67
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.175,
"demand_pressure": 0.629,
"entitlement_friction": 0.408,
"labor_shortage": 0.655,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-109528",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:19:00Z",
"trace_id": "962d3098-b87c-4709-bf33-89b014a482a2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.358,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.1,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 1.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-560E35D9A7",
"grid_service_limit_mw": 17.67,
"gross_sqft": 572382,
"infill_site": true,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.54,
"nearby_nodes": 4,
"network_redundancy_score": 0.497,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 70... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 6.55,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 101961,
"annualized_revenue_impact_usd": 161224,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 448913,
"expansion_capture_probability_post_event": 0.618,
"lease_rate_change_pct": 4.86,
"occupancy_shift": 0.049,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.18
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.22
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.556,
"capital_availability": 0.457,
"demand_pressure": 0.957,
"entitlement_friction": 0.54,
"labor_shortage": 0.614,
"portfolio_tightness": 0.395,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-109529",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "abb59353-0098-4f7d-a1b1-edecc539fdcc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.3,
"battery_mwh": 11.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-F4A13AA94B",
"grid_service_limit_mw": 12.45,
"gross_sqft": 1122362,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.616,
"nearby_nodes": 8,
"network_redundancy_score": 0.878,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 86.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 328778,
"annualized_revenue_impact_usd": 430890,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 543226,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 3.29,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.09
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.6,
"demand_pressure": 0.677,
"entitlement_friction": 0.616,
"labor_shortage": 0.722,
"portfolio_tightness": 0.542,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109530",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:02:00Z",
"trace_id": "c539a32c-9ddd-4bc8-ad5d-ea7d669da7a2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.381,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.455,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.22,
"battery_mwh": 5.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-2EA601E21F",
"grid_service_limit_mw": 14.91,
"gross_sqft": 384174,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.758,
"nearby_nodes": 4,
"network_redundancy_score": 0.667,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 88.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.87,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 4.95,
"rent_growth_90d_pct": 6.93,
"tenant_expansion_probability": 0.761
} | {
"annualized_noi_impact_usd": 224801,
"annualized_revenue_impact_usd": 317937,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 480323,
"expansion_capture_probability_post_event": 0.717,
"lease_rate_change_pct": 5.18,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.16
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.47,
"demand_pressure": 0.75,
"entitlement_friction": 0.758,
"labor_shortage": 0.646,
"portfolio_tightness": 0.613,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109531",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:06:00Z",
"trace_id": "792d3df4-57e7-485c-a4c8-adfea78fee1c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.065,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.77,
"battery_mwh": 8.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 29,
"facility_id": "FAC-9C73906421",
"grid_service_limit_mw": 18.7,
"gross_sqft": 295923,
"infill_site": false,
"lease_expiry_months": 68,
"occup... | {
"capital_availability": 0.12,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.519,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.233,
"nearby_nodes": 2,
"network_redundancy_score": 0.568,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -46641,
"annualized_revenue_impact_usd": -60521,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 723212,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.84
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.12,
"demand_pressure": 0.557,
"entitlement_friction": 0.233,
"labor_shortage": 0.702,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109532",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "72fa7f73-eca5-4dac-b75d-8ece13655fa1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.197,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.412,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.72,
"battery_mwh": 6.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-A5DC3E8911",
"grid_service_limit_mw": 19.42,
"gross_sqft": 1234548,
"infill_site": true,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.47,
"nearby_nodes": 6,
"network_redundancy_score": 0.548,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 84.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 80936,
"annualized_revenue_impact_usd": 130572,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 365708,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.32,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.9
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.608,
"demand_pressure": 0.565,
"entitlement_friction": 0.47,
"labor_shortage": 0.809,
"portfolio_tightness": 0.483,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109533",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "52e805aa-1708-48f1-ba64-9f896ce7222a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.178,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.28,
"battery_mwh": 2.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-C268953461",
"grid_service_limit_mw": 16.41,
"gross_sqft": 451776,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.775,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.716,
"nearby_nodes": 6,
"network_redundancy_score": 0.779,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"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": "moderate",
"for... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": 0.71,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -30303,
"annualized_revenue_impact_usd": -45545,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 585381,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -1.18,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.07
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.775,
"demand_pressure": 0.565,
"entitlement_friction": 0.716,
"labor_shortage": 0.6,
"portfolio_tightness": 0.32,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-109534",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:42:00Z",
"trace_id": "e862313b-9c51-4195-82d7-32da11ad1816"
} | {
"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,
"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": 0.197,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.43,
"battery_mwh": 7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-A016188C94",
"grid_service_limit_mw": 11.72,
"gross_sqft": 437631,
"infill_site": false,
"lease_expiry_months": 65,
"o... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.312,
"nearby_nodes": 3,
"network_redundancy_score": 0.759,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -5517,
"annualized_revenue_impact_usd": -9008,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 589781,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.17
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.299,
"demand_pressure": 0.469,
"entitlement_friction": 0.312,
"labor_shortage": 0.714,
"portfolio_tightness": 0.595,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109535",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "acc86c2c-36b1-48e4-8e20-3161c89e5ad8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.196,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-C177ED8BB0",
"grid_service_limit_mw": 22.05,
"gross_sqft": 776753,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.762,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.203,
"nearby_nodes": 3,
"network_redundancy_score": 0.637,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 766665... | [
{
"appointment_fill_pct": 78.6,
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"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
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"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 5.94,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": 99930,
"annualized_revenue_impact_usd": 165391,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 390268,
"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 3.28,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.15
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.14
},
{
"action": "monitor_and... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.538,
"entitlement_friction": 0.203,
"labor_shortage": 0.675,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109536",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "7aa74ba7-8dc8-45d3-a32f-c10e5c8d651c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.186,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
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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": 5.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-143D12E277",
"grid_service_limit_mw": 7.09,
"gross_sqft": 1107428,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.768,
"nearby_nodes": 8,
"network_redundancy_score": 0.551,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 186811... | [
{
"appointment_fill_pct": 85.8,
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"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.6,
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"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": 26636,
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"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": -0.9,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.39
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.31
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.539,
"entitlement_friction": 0.768,
"labor_shortage": 0.895,
"portfolio_tightness": 0.714,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-109537",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:46:00Z",
"trace_id": "a569683d-2366-4923-8234-8c33d88314f5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"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": 0.096,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.311,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 6.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-2A1F984F34",
"grid_service_limit_mw": 8.48,
"gross_sqft": 872048,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
"capital_availability": 0.547,
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"cross_node_rebalancing_capacity_pct": 0.115,
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"nearby_nodes": 2,
"network_redundancy_score": 0.381,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 203... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.945,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probabilit... | {
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"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 33.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.35
},
{
"action": "hold_service... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.454,
"entitlement_friction": 0.507,
"labor_shortage": 0.912,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-109538",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:48:00Z",
"trace_id": "cccedfd3-46bc-4fe9-8847-74273f1d92b0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.009,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 6.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-AD0D2EE48D",
"grid_service_limit_mw": 10.24,
"gross_sqft": 1194096,
"infill_site": true,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.252,
"cluster_utilization_pct": 0.88,
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"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.7,
"nearby_nodes": 6,
"network_redundancy_score": 0.359,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 100306... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.1,
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"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -226743,
"annualized_revenue_impact_usd": -320553,
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"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -0.83,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.54
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.621,
"capital_availability": 0.252,
"demand_pressure": 0.5,
"entitlement_friction": 0.7,
"labor_shortage": 0.97,
"portfolio_tightness": 0.616,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-109539",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:49:00Z",
"trace_id": "6d3e95a4-8275-4a45-90ac-d6d62b8191c9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.279,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.43,
"battery_mwh": 12.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-38E1D48B5D",
"grid_service_limit_mw": 23.11,
"gross_sqft": 442139,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.561,
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"cross_node_rebalancing_capacity_pct": 0.175,
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"network_redundancy_score": 0.783,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 751443... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 24797,
"annualized_revenue_impact_usd": 37911,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 376010,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.011,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.83
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.561,
"demand_pressure": 0.546,
"entitlement_friction": 0.236,
"labor_shortage": 0.75,
"portfolio_tightness": 0.395,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-109540",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:31:00Z",
"trace_id": "fdbeda58-689f-4deb-820b-4477c2a4c525"
} | {
"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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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.162,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 5.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-B761B8FAB8",
"grid_service_limit_mw": 14.4,
"gross_sqft": 1248451,
"infill_site": false,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.344,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.373,
"nearby_nodes": 8,
"network_redundancy_score": 0.829,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2164840... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.392... | {
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"annualized_revenue_impact_usd": 91151,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 538396,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.11
},
{
"action": "offer_preempt... | {
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"capital_availability": 0.344,
"demand_pressure": 0.579,
"entitlement_friction": 0.373,
"labor_shortage": 0.639,
"portfolio_tightness": 0.399,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-109541",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:36:00Z",
"trace_id": "8065b02b-4d97-4072-9463-44077365ddef"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 4.63,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-1F1A8DEB53",
"grid_service_limit_mw": 11.47,
"gross_sqft": 1050922,
"infill_site": false,
"lease_expiry_months": 31,
"o... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.455,
"nearby_nodes": 3,
"network_redundancy_score": 0.745,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 89.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.6,
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} | {
"annualized_noi_impact_usd": 200031,
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"expansion_capture_probability_post_event": 0.631,
"lease_rate_change_pct": 4.44,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.8
},
{
"action": "rebalance_carrie... | {
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"friction_profile": {
"budget_pressure": 0.367,
"capital_availability": 0.59,
"demand_pressure": 0.862,
"entitlement_friction": 0.455,
"labor_shortage": 0.569,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-109542",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:12:00Z",
"trace_id": "016f4064-dcdf-44c0-ba25-6a2075e157f1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.282,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-AD8D5C4191",
"grid_service_limit_mw": 17.17,
"gross_sqft": 1344333,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.775,
"nearby_nodes": 7,
"network_redundancy_score": 0.647,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_rat... | {
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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... | {
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"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 2.19,
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} | {
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"expansion_capture_probability_post_event": 0.714,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.65
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.12
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.19,
"capital_availability": 0.65,
"demand_pressure": 0.598,
"entitlement_friction": 0.775,
"labor_shortage": 0.487,
"portfolio_tightness": 0.52,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-109543",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:19:00Z",
"trace_id": "0028f946-58dc-430f-8db6-7102fbd94092"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.162,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.112,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.26,
"battery_mwh": 10.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-E933DBD168",
"grid_service_limit_mw": 12.43,
"gross_sqft": 982972,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.083,
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"competitive_pressure_score": 0.785,
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"entitlement_friction": 0.62,
"nearby_nodes": 3,
"network_redundancy_score": 0.323,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": -0.47,
"tenant_expansion_probability": 0.327... | {
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"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -2.58,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.78
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.083,
"demand_pressure": 0.482,
"entitlement_friction": 0.62,
"labor_shortage": 0.825,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109544",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "d13a4a47-8446-40a1-afa5-53e9db1c1efa"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.12,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.79,
"battery_mwh": 2.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-B042C5652B",
"grid_service_limit_mw": 21.39,
"gross_sqft": 1137611,
"infill_site": false,
"lease_expiry_months": 28,
"o... | {
"capital_availability": 0.609,
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"entitlement_friction": 0.637,
"nearby_nodes": 6,
"network_redundancy_score": 0.793,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -142126,
"annualized_revenue_impact_usd": -218462,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 473843,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -1.64,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.03
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.21
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.384,
"entitlement_friction": 0.637,
"labor_shortage": 0.853,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109545",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:05:00Z",
"trace_id": "83ca95f2-6cf5-4080-8fc5-8482482018fd"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
"growth_rate": 0.232,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.375,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 11.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-3BCA969137",
"grid_service_limit_mw": 21.48,
"gross_sqft": 1226370,
"infill_site": true,
"lease_expiry_months": 64,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.65,
"nearby_nodes": 5,
"network_redundancy_score": 0.617,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": -0.29,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 38.16
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.71
},
{
... | {
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"demand_pressure": 0.524,
"entitlement_friction": 0.65,
"labor_shortage": 0.904,
"portfolio_tightness": 0.57,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109546",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:06:00Z",
"trace_id": "fe6abc2e-a729-4223-92ec-e0a0f7620283"
} | {
"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",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
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"LOG-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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.68,
"battery_mwh": 5.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-DDE7D2CE7C",
"grid_service_limit_mw": 6.6,
"gross_sqft": 492882,
"infill_site": true,
"lease_expiry_months": 69,
"o... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.573,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1832... | [
{
"appointment_fill_pct": 87.5,
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"dock_utilization_pct": 89,
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"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_r... | {
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"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.12,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0.675
} | {
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"lease_rate_change_pct": 3.14,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
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{
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"score": 44.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.49
},
{
"action": "offer_preempt... | {
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"demand_pressure": 0.759,
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"labor_shortage": 0.926,
"portfolio_tightness": 0.705,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-109547",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:22:00Z",
"trace_id": "a761e8f3-98c4-4dfc-8953-5dcda86083de"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 8.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-3C07B22BD1",
"grid_service_limit_mw": 18.43,
"gross_sqft": 1301498,
"infill_site": false,
"lease_expiry_months": 22,... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.468,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fil... | {
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"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 65020,
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"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.85
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.26
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.558,
"entitlement_friction": 0.274,
"labor_shortage": 0.655,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109548",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:55:00Z",
"trace_id": "b2fd603e-8548-4bce-8f74-502f1dc20ea2"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.74,
"battery_mwh": 7.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-007C9774EB",
"grid_service_limit_mw": 15.94,
"gross_sqft": 635506,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.431,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84,
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"dock_utilization_pct": 84.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.67,
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"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -117506,
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"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.62
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.219,
"demand_pressure": 0.517,
"entitlement_friction": 0.596,
"labor_shortage": 1,
"portfolio_tightness": 0.67,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-109549",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:38:00Z",
"trace_id": "713025b4-7fbf-4ac3-b590-0a00dae7e1db"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.047,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.165,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.5,
"battery_mwh": 7.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-F175686567",
"grid_service_limit_mw": 22.77,
"gross_sqft": 524341,
"infill_site": false,
"lease_expiry_months": 62,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.147,
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"nearby_nodes": 5,
"network_redundancy_score": 0.502,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -75813,
"annualized_revenue_impact_usd": -129559,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 712274,
"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -2.33,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.67
},
{
"action": "activate_temp_l... | {
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"entitlement_friction": 0.559,
"labor_shortage": 0.867,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-109550",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:10:00Z",
"trace_id": "bd27c9df-7547-427a-b11e-21710fb8cc15"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 10.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-4B1CC39981",
"grid_service_limit_mw": 16.23,
"gross_sqft": 718492,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.337,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.461,
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"nearby_nodes": 8,
"network_redundancy_score": 0.45,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
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"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 6.11,
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} | {
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"lease_rate_change_pct": 3.09,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
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{
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"reason": "reserve_growth_path",
"score": 29.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.33
},
{
"action": "monitor_and_stage",
"r... | {
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"demand_pressure": 0.606,
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"labor_shortage": 0.665,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109551",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:26:00Z",
"trace_id": "75c73904-660d-47f9-bebf-310f8d507c56"
} | {
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"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.455,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-75D5456D1F",
"grid_service_limit_mw": 20.55,
"gross_sqft": 541991,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.778,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1238418,... | [
{
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"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 5.27,
"tenant_expansion_probability": 0.54... | {
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"lease_rate_change_pct": 3.73,
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"service_penalty_risk_usd... | {
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{
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"score": 39.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.6
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.814,
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"labor_shortage": 0.615,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109552",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:08:00Z",
"trace_id": "408fb5ea-8e1b-4c78-8411-b3958ce15e60"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"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",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.485,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 0.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-DB4DE58EB1",
"grid_service_limit_mw": 12.17,
"gross_sqft": 563295,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.2,
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"nearby_nodes": 5,
"network_redundancy_score": 0.704,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": 40309,
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"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 1.49,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.58
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.346,
"labor_shortage": 0.622,
"portfolio_tightness": 0.658,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109553",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "8b9e0990-09f2-4cce-b3d6-a7db061d7fde"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.305,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 2.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-BB9D307424",
"grid_service_limit_mw": 26.19,
"gross_sqft": 1186353,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.597,
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"entitlement_friction": 0.188,
"nearby_nodes": 6,
"network_redundancy_score": 0.63,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -61007,
"annualized_revenue_impact_usd": -83892,
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"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.48
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.597,
"demand_pressure": 0.645,
"entitlement_friction": 0.188,
"labor_shortage": 0.703,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-109554",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:50:00Z",
"trace_id": "4da06a2a-8895-4e2f-b9ab-c328e8624e8b"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.116,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.35,
"battery_mwh": 4.47,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-107135ED23",
"grid_service_limit_mw": 17.78,
"gross_sqft": 857274,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.253,
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"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.427,
"nearby_nodes": 8,
"network_redundancy_score": 0.445,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -13187,
"annualized_revenue_impact_usd": -20865,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 635876,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.46
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.253,
"demand_pressure": 0.439,
"entitlement_friction": 0.427,
"labor_shortage": 0.695,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109555",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:00:00Z",
"trace_id": "c7197226-4d00-40c5-a866-cf74f56be09b"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.229,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.096,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.81,
"battery_mwh": 3.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-EE72FB29F1",
"grid_service_limit_mw": 11.3,
"gross_sqft": 975300,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.92,
"nearby_nodes": 4,
"network_redundancy_score": 0.529,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.8,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.445... | {
"annualized_noi_impact_usd": 46150,
"annualized_revenue_impact_usd": 65143,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 561527,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 40.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.51
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.964,
"capital_availability": 0.505,
"demand_pressure": 0.646,
"entitlement_friction": 0.92,
"labor_shortage": 0.994,
"portfolio_tightness": 0.609,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109556",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:06:00Z",
"trace_id": "2d94f184-c3c1-4181-8065-d87c71885876"
} | {
"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": 8.4,
"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": 0.055,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 8.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 135,
"facility_id": "FAC-45579F0C3A",
"grid_service_limit_mw": 10.73,
"gross_sqft": 1357302,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.225,
"nearby_nodes": 2,
"network_redundancy_score": 0.537,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 80.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -379582,
"annualized_revenue_impact_usd": -488821,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 625738,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -0.77,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.26
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.783,
"capital_availability": 0.414,
"demand_pressure": 0.313,
"entitlement_friction": 0.225,
"labor_shortage": 0.976,
"portfolio_tightness": 0.655,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-109557",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:37:00Z",
"trace_id": "9d6ab17c-b1dc-4072-b4e0-9a686b7a9a60"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.081,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.74,
"battery_mwh": 9.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-799C22AB3A",
"grid_service_limit_mw": 16.2,
"gross_sqft": 848471,
"infill_site": true,
"lease_expiry_months": 70,
"occup... | {
"capital_availability": 0.502,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.087,
"nearby_nodes": 7,
"network_redundancy_score": 0.61,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -104903,
"annualized_revenue_impact_usd": -157220,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 388355,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": 0.23,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.91
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.502,
"demand_pressure": 0.594,
"entitlement_friction": 0.087,
"labor_shortage": 0.71,
"portfolio_tightness": 0.362,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-109558",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "8b47b9db-e204-492f-8cd1-c4a2c25dec9a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.289,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.8,
"battery_mwh": 0.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-4DCB082961",
"grid_service_limit_mw": 18.66,
"gross_sqft": 761311,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.337,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.149,
"nearby_nodes": 5,
"network_redundancy_score": 0.812,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.9,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": -29164,
"annualized_revenue_impact_usd": -44285,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 681294,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 0.41,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.4
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.04
},
{
"action": "shift... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.337,
"demand_pressure": 0.584,
"entitlement_friction": 0.149,
"labor_shortage": 0.735,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-109559",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:45:00Z",
"trace_id": "813076ab-1443-4171-93b4-c919dac514a6"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.306,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.105,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.36,
"battery_mwh": 1.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-E0EFBD2B6C",
"grid_service_limit_mw": 15.28,
"gross_sqft": 533339,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.477,
"nearby_nodes": 6,
"network_redundancy_score": 0.468,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
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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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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 20848,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 600167,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
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{
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"score": 36.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.99
},
{
"action": "secure_pop_u... | {
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"demand_pressure": 0.709,
"entitlement_friction": 0.477,
"labor_shortage": 0.783,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-109560",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "452388d0-05de-453d-999e-abcf6ccd4232"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"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": "high",
"risk_of_churn": 0.203,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 10.14,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-A3D2C4C263",
"grid_service_limit_mw": 12.56,
"gross_sqft": 528323,
"infill_site": true,
"lease_expiry_months": 56,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.827,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"dock_utilization_pct": 79.4,
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"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.13,
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} | {
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"lease_rate_change_pct": -1.86,
"occupancy_shift": -0.005,
"service_penalty_r... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 32.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.48
},
{
"action": "defer_noncrit... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.703,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109561",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "cd13cca6-ac3d-4eb4-831f-a25baf28b4dd"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 7.63,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 16.85,
"gross_sqft": 1091392,
"infill_site": true,
"lease_expiry_months": 44,
"oc... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.548,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 82.3,
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"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 1.16,
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} | {
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"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.28
},
{
"action": "hold_service_levels_flat",
"reas... | {
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"demand_pressure": 0.451,
"entitlement_friction": 0.092,
"labor_shortage": 0.609,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109562",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:20:00Z",
"trace_id": "99558d4a-7721-4d3d-94c2-1c0a5580427a"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"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"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.052,
"seasonality": 0.33,
"s... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-18122C36F4",
"grid_service_limit_mw": 15.49,
"gross_sqft": 775265,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.037,
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"nearby_nodes": 4,
"network_redundancy_score": 0.522,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.8,
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"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.187
} | {
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"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -1.93,
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"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 36.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.09
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.789,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-109563",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:49:00Z",
"trace_id": "415ab01a-50b8-4300-9162-f5bd6a07eb9a"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.331,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 3.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-EF53A0EB2E",
"grid_service_limit_mw": 20.57,
"gross_sqft": 766260,
"infill_site": false,
"lease_expiry_months": 12,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.547,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 30999,
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"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.08
},
{
"... | {
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"entitlement_friction": 0.264,
"labor_shortage": 1,
"portfolio_tightness": 0.554,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109564",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:51:00Z",
"trace_id": "4d40fe3e-37d5-4f38-9963-00b069e26288"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.477,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.42,
"battery_mwh": 8.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-DC4E63B7EA",
"grid_service_limit_mw": 17.93,
"gross_sqft": 956173,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.219,
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"competitive_pressure_score": 0.275,
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"entitlement_friction": 0.405,
"nearby_nodes": 2,
"network_redundancy_score": 0.329,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
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"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": -0.61,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -195802,
"annualized_revenue_impact_usd": -310275,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 585859,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -2.98,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.52
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.13
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.405,
"labor_shortage": 0.841,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-109565",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:05:00Z",
"trace_id": "05065ac9-43ff-42dc-bde3-3e578de42aac"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.344,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 10.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 32,
"facility_id": "FAC-C2626156D7",
"grid_service_limit_mw": 17.41,
"gross_sqft": 324166,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.066,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.315,
"nearby_nodes": 3,
"network_redundancy_score": 0.324,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.972,
"rent_growth_30d_pct": -0.69,
"rent_growth_90d_pct": -1.37,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -194444,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 90,
"estimated_capex_usd": 582656,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.04,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.93
},
{
"action": "defer_noncritic... | {
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"demand_pressure": 0.287,
"entitlement_friction": 0.315,
"labor_shortage": 0.573,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109566",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:31:00Z",
"trace_id": "9e07484f-0302-4a02-ac4b-4a8734761b29"
} | {
"airport_proximity_km": 28,
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"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-22DF743AA5",
"grid_service_limit_mw": 15.26,
"gross_sqft": 848626,
"infill_site": false,
"lease_expiry_months": 39,
"occu... | {
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"entitlement_friction": 0.666,
"nearby_nodes": 7,
"network_redundancy_score": 0.332,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 84.9,
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"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.5,
"shift_fill... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.587,
"entitlement_friction": 0.666,
"labor_shortage": 0.836,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109567",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "81bda3de-5ca1-4f1b-a384-a8df25cd55c8"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 10.31,
"gross_sqft": 1081718,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.945,
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"nearby_nodes": 8,
"network_redundancy_score": 0.374,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20413... | [
{
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": -1,
"tenant_expansion_probability": 0.397
} | {
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"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -1.85,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.51
},
{
"action": "offer_pre... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.565,
"entitlement_friction": 0.564,
"labor_shortage": 0.636,
"portfolio_tightness": 0.426,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109568",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "8595f5f6-e565-4b1f-98be-a31d5f411caa"
} | {
"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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{
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"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 2.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-5929FA62E7",
"grid_service_limit_mw": 20.56,
"gross_sqft": 902968,
"infill_site": false,
"lease_expiry_months": 25,
"occup... | {
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"entitlement_friction": 0.169,
"nearby_nodes": 7,
"network_redundancy_score": 0.356,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1623427,
... | [
{
"appointment_fill_pct": 86.6,
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"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
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"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.466
} | {
"annualized_noi_impact_usd": -9372,
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"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.86
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.339,
"demand_pressure": 0.595,
"entitlement_friction": 0.169,
"labor_shortage": 0.866,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-109569",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "a740377c-9b1c-4e7a-87d1-af87a6d257b5"
} | {
"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",
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"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,
"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": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.066,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.46,
"battery_mwh": 11.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-02955B1ECE",
"grid_service_limit_mw": 9.67,
"gross_sqft": 1083026,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.532,
"nearby_nodes": 4,
"network_redundancy_score": 0.629,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.29,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": -0.03,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -197271,
"annualized_revenue_impact_usd": -318901,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 515744,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -2.65,
"occupancy_shift": 0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.5
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.865,
"capital_availability": 0.544,
"demand_pressure": 0.499,
"entitlement_friction": 0.532,
"labor_shortage": 0.953,
"portfolio_tightness": 0.54,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109570",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:40:00Z",
"trace_id": "379d9abf-1d0f-49ae-a156-3d8dae4a00ae"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 12.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-9772B2AB1D",
"grid_service_limit_mw": 8.42,
"gross_sqft": 1346681,
"infill_site": false,
"lease_expiry_months": 43,... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.423,
"nearby_nodes": 2,
"network_redundancy_score": 0.637,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 89.8,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.8,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 4.71,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 382338,
"annualized_revenue_impact_usd": 544041,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 438491,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 2.91,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.81
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.601,
"demand_pressure": 0.824,
"entitlement_friction": 0.423,
"labor_shortage": 0.805,
"portfolio_tightness": 0.634,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109571",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:58:00Z",
"trace_id": "e7fa2a11-1bf3-4c35-9e6c-afff6b4cdc6c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.02,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 0.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-B2C852B8F1",
"grid_service_limit_mw": 21.57,
"gross_sqft": 556988,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.835,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.392,
"nearby_nodes": 8,
"network_redundancy_score": 0.806,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 145683... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -15548,
"annualized_revenue_impact_usd": -21816,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 533233,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.41
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.835,
"demand_pressure": 0.39,
"entitlement_friction": 0.392,
"labor_shortage": 0.752,
"portfolio_tightness": 0.356,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109572",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:12:00Z",
"trace_id": "0dc56412-a8eb-45db-a211-df48e7e3066a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.397,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.79,
"battery_mwh": 10.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-D297F50D27",
"grid_service_limit_mw": 20.17,
"gross_sqft": 711811,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.571,
"nearby_nodes": 7,
"network_redundancy_score": 0.637,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 39511,
"annualized_revenue_impact_usd": 66923,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 511891,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 2.82,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.91
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0.271,
"demand_pressure": 0.744,
"entitlement_friction": 0.571,
"labor_shortage": 0.873,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-109573",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:29:00Z",
"trace_id": "52f6c688-82f1-4af2-9826-c890c8bc5c42"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.278,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.152,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.23,
"battery_mwh": 1.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-DB6A3121C1",
"grid_service_limit_mw": 12.32,
"gross_sqft": 662457,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.444,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.344,
"nearby_nodes": 2,
"network_redundancy_score": 0.745,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 85.8,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 57.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 60400,
"annualized_revenue_impact_usd": 77979,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 450413,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 1.65,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.64
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0.444,
"demand_pressure": 0.626,
"entitlement_friction": 0.344,
"labor_shortage": 0.738,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109574",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "cf256a64-e9d8-4da5-944b-210d2da8e56c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.03,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.401,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.23,
"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-B719AE4938",
"grid_service_limit_mw": 11.03,
"gross_sqft": 343875,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.57,
"nearby_nodes": 4,
"network_redundancy_score": 0.864,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 86... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.7,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.628,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -19339,
"annualized_revenue_impact_usd": -28416,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 402389,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.98
},
{
"action": "monitor_and_stage",
"reason": "h... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.134,
"capital_availability": 0.367,
"demand_pressure": 0.456,
"entitlement_friction": 0.57,
"labor_shortage": 0.41,
"portfolio_tightness": 0.315,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109575",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "e7708b2a-b193-42f4-8fc3-a73e73dc1722"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.134,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.61,
"battery_mwh": 9.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-6A09FD5D86",
"grid_service_limit_mw": 6.5,
"gross_sqft": 1073527,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.685,
"nearby_nodes": 3,
"network_redundancy_score": 0.48,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 805... | [
{
"appointment_fill_pct": 90,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.3,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -68194,
"annualized_revenue_impact_usd": -109543,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 512477,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.08
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.234,
"demand_pressure": 0.475,
"entitlement_friction": 0.685,
"labor_shortage": 0.857,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109576",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:21:00Z",
"trace_id": "4e2b221c-cd22-4f49-b9a9-31b469181bec"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.331,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.56,
"battery_mwh": 2.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-011EFB9AF1",
"grid_service_limit_mw": 10.93,
"gross_sqft": 1080848,
"infill_site": true,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.356,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.682,
"nearby_nodes": 3,
"network_redundancy_score": 0.871,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 96.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.1,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.882,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0.474
} | {
"annualized_noi_impact_usd": 4941,
"annualized_revenue_impact_usd": 7962,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 633001,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.003,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.54
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.356,
"demand_pressure": 0.892,
"entitlement_friction": 0.682,
"labor_shortage": 0.848,
"portfolio_tightness": 0.308,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109577",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "9de66260-0635-452b-9470-11c11a8aee82"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"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": 0.439,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.32,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.73,
"battery_mwh": 9.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-409782BE48",
"grid_service_limit_mw": 26.46,
"gross_sqft": 971242,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.574,
"nearby_nodes": 8,
"network_redundancy_score": 0.708,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.1,
"dock_utilization_pct": 90.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 2.2,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 79256,
"annualized_revenue_impact_usd": 113496,
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"decision_horizon_days": 90,
"estimated_capex_usd": 501881,
"expansion_capture_probability_post_event": 0.561,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.13
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.282,
"capital_availability": 0.729,
"demand_pressure": 0.896,
"entitlement_friction": 0.574,
"labor_shortage": 0.846,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-109578",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "b8b8b683-c97c-4f00-a9e2-1c2c5165bb27"
} | {
"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": 8.3,
"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": 0.176,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 4.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-E08F6DD180",
"grid_service_limit_mw": 9.42,
"gross_sqft": 680470,
"infill_site": true,
"lease_expiry_months": 15,
"... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.458,
"nearby_nodes": 4,
"network_redundancy_score": 0.312,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 86.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -48079,
"annualized_revenue_impact_usd": -70260,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 403474,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": -0.06,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.73
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.31
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.621,
"capital_availability": 0.654,
"demand_pressure": 0.638,
"entitlement_friction": 0.458,
"labor_shortage": 0.926,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-109579",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:06:00Z",
"trace_id": "69742ff5-5f79-4236-bca8-b6d57b0a9fd5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.334,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.68,
"battery_mwh": 5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-5B0210260C",
"grid_service_limit_mw": 18.99,
"gross_sqft": 817448,
"infill_site": true,
"lease_expiry_months": 49,
"occupan... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.725,
"nearby_nodes": 5,
"network_redundancy_score": 0.718,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 661... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 85.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fil... | {
"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": "high",
"forecas... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": 44170,
"annualized_revenue_impact_usd": 62688,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 451758,
"expansion_capture_probability_post_event": 0.468,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.73
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.221,
"demand_pressure": 0.64,
"entitlement_friction": 0.725,
"labor_shortage": 0.755,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109580",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:00:00Z",
"trace_id": "37050dad-a9a5-4ee7-8b85-fffb99631283"
} | {
"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": 7.1,
"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": 0.041,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.164,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 7.69,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-E46D257594",
"grid_service_limit_mw": 10.85,
"gross_sqft": 913751,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.391,
"nearby_nodes": 6,
"network_redundancy_score": 0.862,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 3.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": -10240,
"annualized_revenue_impact_usd": -14059,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 521801,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": -0.63,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.85
},
{
"action": "rebalance_carrier_mix",
"reason": "tran... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.118,
"capital_availability": 0.355,
"demand_pressure": 0.36,
"entitlement_friction": 0.391,
"labor_shortage": 0.738,
"portfolio_tightness": 0.633,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-109581",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:18:00Z",
"trace_id": "cb97a6a0-4b1e-43cf-aeb1-4cc7d2269ef5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.375,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.74,
"battery_mwh": 0.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-BF4D68BC09",
"grid_service_limit_mw": 15.6,
"gross_sqft": 621330,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.194,
"nearby_nodes": 8,
"network_redundancy_score": 0.673,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 68759,
"annualized_revenue_impact_usd": 90927,
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"estimated_capex_usd": 453968,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.69
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.116,
"demand_pressure": 0.822,
"entitlement_friction": 0.194,
"labor_shortage": 0.699,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109582",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:43:00Z",
"trace_id": "dd2183ce-b73c-41b5-b2af-205ab02fa2b4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.143,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.44,
"battery_mwh": 6.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-D2C3F59DFC",
"grid_service_limit_mw": 18.87,
"gross_sqft": 783998,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.257,
"nearby_nodes": 6,
"network_redundancy_score": 0.616,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -24775,
"annualized_revenue_impact_usd": -36948,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 335742,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.61
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.566,
"demand_pressure": 0.559,
"entitlement_friction": 0.257,
"labor_shortage": 0.592,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109583",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "b90227fd-5a08-41fd-ba61-24bb7233f1e5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.026,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.54,
"battery_mwh": 12.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-2FC48C8DAA",
"grid_service_limit_mw": 19.02,
"gross_sqft": 922382,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.28,
"nearby_nodes": 6,
"network_redundancy_score": 0.876,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 33.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.8,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -30216,
"annualized_revenue_impact_usd": -45770,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 371894,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.26
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.11
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.805,
"capital_availability": 0.528,
"demand_pressure": 0.366,
"entitlement_friction": 0.28,
"labor_shortage": 0.739,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-109584",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:50:00Z",
"trace_id": "e70ccbda-df84-4b65-85e9-4536ba987671"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.107,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.23,
"battery_mwh": 1.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-0B95897E1B",
"grid_service_limit_mw": 14.3,
"gross_sqft": 1178316,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.569,
"nearby_nodes": 7,
"network_redundancy_score": 0.568,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 83,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.201
} | {
"annualized_noi_impact_usd": -265418,
"annualized_revenue_impact_usd": -342828,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 804008,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.32
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.02
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.338,
"capital_availability": 0.387,
"demand_pressure": 0.552,
"entitlement_friction": 0.569,
"labor_shortage": 0.823,
"portfolio_tightness": 0.303,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-109585",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "6edf6215-0e7d-4811-9eca-cc509791f90f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.376,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-9BBE2DD12C",
"grid_service_limit_mw": 17.81,
"gross_sqft": 631629,
"infill_site": false,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.622,
"nearby_nodes": 7,
"network_redundancy_score": 0.796,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 630408,... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 15210,
"annualized_revenue_impact_usd": 19954,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 507889,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0.34,
"demand_pressure": 0.724,
"entitlement_friction": 0.622,
"labor_shortage": 0.848,
"portfolio_tightness": 0.383,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109586",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:11:00Z",
"trace_id": "fabac1bd-e238-4476-9478-96be65434258"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.238,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 0.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-23CB8E15EE",
"grid_service_limit_mw": 13.32,
"gross_sqft": 860277,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.1,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.56,
"nearby_nodes": 3,
"network_redundancy_score": 0.796,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1304571,
... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": -0.85,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": -96370,
"annualized_revenue_impact_usd": -133140,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 544773,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -2.05,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.19
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0.1,
"demand_pressure": 0.553,
"entitlement_friction": 0.56,
"labor_shortage": 0.613,
"portfolio_tightness": 0.381,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-109587",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:41:00Z",
"trace_id": "f1e4af4e-9aa2-4831-9c82-8f3a2596f850"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.1,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.46,
"battery_mwh": 4.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-2CF6136236",
"grid_service_limit_mw": 22.1,
"gross_sqft": 557128,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.579,
"nearby_nodes": 4,
"network_redundancy_score": 0.601,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1523983... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": -21955,
"annualized_revenue_impact_usd": -31926,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 590600,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -0.98,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.7
},
{
"action": "raise_priority... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.492,
"demand_pressure": 0.624,
"entitlement_friction": 0.579,
"labor_shortage": 0.491,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-109588",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:29:00Z",
"trace_id": "82eae966-6f3d-4d4a-a9ae-c00addbbf701"
} | {
"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": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.124,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.42,
"battery_mwh": 7.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-4DE887B4F3",
"grid_service_limit_mw": 24.71,
"gross_sqft": 190747,
"infill_site": true,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.851,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.402,
"nearby_nodes": 6,
"network_redundancy_score": 0.819,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 128131... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.633,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.8,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": 7486,
"annualized_revenue_impact_usd": 12875,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 358599,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.19
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.97
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.116,
"capital_availability": 0.851,
"demand_pressure": 0.459,
"entitlement_friction": 0.402,
"labor_shortage": 0.57,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109589",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:04:00Z",
"trace_id": "47fe74c3-3a51-4828-9b49-997a99007687"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "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": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.52,
"battery_mwh": 4.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-703998074E",
"grid_service_limit_mw": 12.22,
"gross_sqft": 866478,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.335,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.1,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
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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": "moderate",
"market_entry_score": 77.3,
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.63
} | {
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"annualized_revenue_impact_usd": 155951,
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"estimated_capex_usd": 662212,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
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{
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"score": 37.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.73
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.548,
"entitlement_friction": 0.492,
"labor_shortage": 0.789,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109590",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "90828cd0-39e8-4228-bcc2-25ce5365aa5c"
} | {
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"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"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": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.07,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 12.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-7EBF7FD380",
"grid_service_limit_mw": 12.51,
"gross_sqft": 508813,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.401,
"nearby_nodes": 2,
"network_redundancy_score": 0.726,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11937... | [
{
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"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.35,
"rent_growth_90d_pct": -0.57,
"tenant_expansion_probability": 0.46... | {
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"lease_rate_change_pct": -1.16,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
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"score": 48.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.96
},
{
... | {
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"demand_pressure": 0.586,
"entitlement_friction": 0.401,
"labor_shortage": 0.878,
"portfolio_tightness": 0.307,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-109591",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "4df6b0b0-e84d-483c-9721-6fdadeb2d8be"
} | {
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"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.451,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 8.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-CC7F29B4A7",
"grid_service_limit_mw": 19.6,
"gross_sqft": 713942,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.282,
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"nearby_nodes": 4,
"network_redundancy_score": 0.395,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forec... | {
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.334
} | {
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"annualized_revenue_impact_usd": -119141,
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"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": 0.02,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
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"score": 32.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.2
},
{
"action": "defer_noncritica... | {
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"capital_availability": 0.669,
"demand_pressure": 0.406,
"entitlement_friction": 0.598,
"labor_shortage": 0.582,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109592",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "66909a5c-bda6-4444-822a-a219913d3ca5"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 11.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-E2C8CB128B",
"grid_service_limit_mw": 17.89,
"gross_sqft": 1350902,
"infill_site": true,
"lease_expiry_months": 18,... | {
"capital_availability": 0.754,
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"nearby_nodes": 6,
"network_redundancy_score": 0.523,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.9,
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"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -196534,
"annualized_revenue_impact_usd": -256709,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -1.99,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.86
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.754,
"demand_pressure": 0.334,
"entitlement_friction": 0.426,
"labor_shortage": 0.999,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-109593",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:29:00Z",
"trace_id": "8f806a84-3b50-4136-bd9b-32b35c4fde64"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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"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": "50m_100m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.47,
"battery_mwh": 6.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-3056B514E1",
"grid_service_limit_mw": 23.43,
"gross_sqft": 622063,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.203,
"nearby_nodes": 4,
"network_redundancy_score": 0.667,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": -0.68,
"tenant_expansion_probability": 0.227... | {
"annualized_noi_impact_usd": -115490,
"annualized_revenue_impact_usd": -162952,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 470746,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -2.65,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 22.12
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.547,
"capital_availability": 0.379,
"demand_pressure": 0.343,
"entitlement_friction": 0.203,
"labor_shortage": 0.643,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-109594",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:55:00Z",
"trace_id": "01b2d090-5790-49cf-a69f-10e75d4a000a"
} | {
"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": [
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"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.372,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 8.3,
"building_class": "class_a",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 12.15,
"gross_sqft": 371970,
"infill_site": true,
"lease_expiry_months": 25,
"occupan... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.822,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.9,
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"confidence_band": "high",
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"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 5.18,
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.07
},
{
"action": "r... | {
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"labor_shortage": 0.858,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109595",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:51:00Z",
"trace_id": "e2e59b36-a824-486a-abf1-85e634a6ee36"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-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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"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"grid_service_limit_mw": 19.86,
"gross_sqft": 989688,
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"lease_expiry_months": 39,
... | {
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"network_redundancy_score": 0.795,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "high",
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... | {
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},
{
"action": "secure_pop_up_capacity",
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},
{
"action": "shift_overflow_to_satellite",
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109596",
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"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "536078d6-ce86-4020-b32f-280906369fad"
} | {
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"port_proximity_km": 40,
"region": "northeast_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-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.462,
"seasonality": 0.82,
"service_level_target":... | {
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"gross_sqft": 723821,
"infill_site": false,
"lease_expiry_months": 20,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.49
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{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109597",
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"status": "decision_pending",
"timestamp": "2026-01-01T22:44:00Z",
"trace_id": "c9df2026-32ba-47a5-80a7-de92d6221eb2"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"gross_sqft": 662867,
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... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.85,
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"shift_fill... | {
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"confidence_band": "very_high",
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} | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.02
},
{
"action": "secure_pop_up_c... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109598",
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"status": "decision_pending",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "8cee06f4-aad3-4bcd-8927-2d2f923d7a1f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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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": ... | {
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"grid_service_limit_mw": 13.57,
"gross_sqft": 1073977,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
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"network_redundancy_score": 0.809,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.208
} | {
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"occupancy_shift": -0.01,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.27
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.815,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-109599",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:38:00Z",
"trace_id": "791150af-0624-4fa1-8bae-0c89c2f6774f"
} | {
"airport_proximity_km": 42,
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.221,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.322,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.27,
"battery_mwh": 1.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-3E4A8B9080",
"grid_service_limit_mw": 24.53,
"gross_sqft": 982345,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.341,
"nearby_nodes": 7,
"network_redundancy_score": 0.408,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 778126... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.424
} | {
"annualized_noi_impact_usd": -4448,
"annualized_revenue_impact_usd": -6112,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 560310,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.3
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.58
},
{
"action": "deploy_peak_shaving",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.329,
"demand_pressure": 0.678,
"entitlement_friction": 0.341,
"labor_shortage": 0.751,
"portfolio_tightness": 0.495,
"... |
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