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": 0.881,
"id": "FORGE-107500",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:02:00Z",
"trace_id": "e7849ed3-235e-42fc-b0f9-436238f82158"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.213,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.28,
"battery_mwh": 1.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-056BCDADB8",
"grid_service_limit_mw": 19.62,
"gross_sqft": 737760,
"infill_site": false,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.093,
"nearby_nodes": 8,
"network_redundancy_score": 0.628,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -88952,
"annualized_revenue_impact_usd": -140951,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 650100,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -0.18,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.37
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 40.88
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.288,
"capital_availability": 0.663,
"demand_pressure": 0.563,
"entitlement_friction": 0.093,
"labor_shortage": 0.599,
"portfolio_tightness": 0.347,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107501",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:50:00Z",
"trace_id": "7a0c527f-c52d-4e9e-be7f-85493ee1f2de"
} | {
"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": 8.5,
"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": 0.132,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.2,
"battery_mwh": 4.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-C8C0E86A98",
"grid_service_limit_mw": 15.28,
"gross_sqft": 646040,
"infill_site": true,
"lease_expiry_months": 40,
"o... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.343,
"nearby_nodes": 2,
"network_redundancy_score": 0.32,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 58980,
... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": -0.25,
"tenant_expansion_probability": 0.227
... | {
"annualized_noi_impact_usd": -56632,
"annualized_revenue_impact_usd": -80529,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 564641,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -2.58,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.03
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.927,
"capital_availability": 0.548,
"demand_pressure": 0.514,
"entitlement_friction": 0.343,
"labor_shortage": 0.743,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107502",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:58:00Z",
"trace_id": "2309bf8e-bf13-41e6-96b3-ae91fada7c58"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.367,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.82,
"battery_mwh": 11.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-F2690E1FA5",
"grid_service_limit_mw": 20.65,
"gross_sqft": 847918,
"infill_site": true,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.828,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.274,
"nearby_nodes": 2,
"network_redundancy_score": 0.609,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 91.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 5.39,
"rent_growth_90d_pct": 7.19,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 188037,
"annualized_revenue_impact_usd": 258914,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 481001,
"expansion_capture_probability_post_event": 0.631,
"lease_rate_change_pct": 5.61,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.2
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.652,
"capital_availability": 0.828,
"demand_pressure": 0.904,
"entitlement_friction": 0.274,
"labor_shortage": 0.483,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-107503",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "b9244ff7-8228-4b45-93d3-7c98276992c7"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.321,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.37,
"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-CEB9ACF3B3",
"grid_service_limit_mw": 18.11,
"gross_sqft": 967417,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.599,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.41,
"nearby_nodes": 4,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 241228,
... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 84.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.645
} | {
"annualized_noi_impact_usd": 140953,
"annualized_revenue_impact_usd": 220550,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 519019,
"expansion_capture_probability_post_event": 0.603,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.25
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.86
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.163,
"capital_availability": 0.599,
"demand_pressure": 0.605,
"entitlement_friction": 0.41,
"labor_shortage": 0.662,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-107504",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:48:00Z",
"trace_id": "e2db4dbe-ad07-44d9-9d67-458670105a1f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.23,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.64,
"battery_mwh": 3.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-9F9BF99EE9",
"grid_service_limit_mw": 18.92,
"gross_sqft": 1083345,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.527,
"nearby_nodes": 2,
"network_redundancy_score": 0.794,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 209... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 5.24,
"tenant_expansion_probability": 0.475... | {
"annualized_noi_impact_usd": 128000,
"annualized_revenue_impact_usd": 203366,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 590995,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.22
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.38
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.19,
"capital_availability": 0.6,
"demand_pressure": 0.767,
"entitlement_friction": 0.527,
"labor_shortage": 0.725,
"portfolio_tightness": 0.362,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107505",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:35:00Z",
"trace_id": "d247702f-df56-446c-83ce-a8b98fa13e30"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.247,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.414,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.48,
"battery_mwh": 6.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-0E9F0AA68F",
"grid_service_limit_mw": 22.88,
"gross_sqft": 484085,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.143,
"nearby_nodes": 5,
"network_redundancy_score": 0.696,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fi... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.417
} | {
"annualized_noi_impact_usd": -24781,
"annualized_revenue_impact_usd": -41764,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 402168,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 1.1,
"occupancy_shift": -0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.28
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.762,
"capital_availability": 0.285,
"demand_pressure": 0.549,
"entitlement_friction": 0.143,
"labor_shortage": 0.707,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-107506",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:50:00Z",
"trace_id": "99bff6bc-7cd4-4089-87b4-091646c7e442"
} | {
"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": 8.8,
"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": 0.122,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.344,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.34,
"battery_mwh": 2.71,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-DB11944AD2",
"grid_service_limit_mw": 9.45,
"gross_sqft": 726226,
"infill_site": false,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.42,
"nearby_nodes": 5,
"network_redundancy_score": 0.58,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 5.16,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -24938,
"annualized_revenue_impact_usd": -42911,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 542165,
"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.06
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.22
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.29,
"capital_availability": 0.481,
"demand_pressure": 0.747,
"entitlement_friction": 0.42,
"labor_shortage": 0.905,
"portfolio_tightness": 0.545,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107507",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:28:00Z",
"trace_id": "9bb60cf1-3d6d-47a1-9674-37a560c3ee5b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.066,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.39,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 2.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-4B5E791086",
"grid_service_limit_mw": 15.32,
"gross_sqft": 600903,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.732,
"nearby_nodes": 7,
"network_redundancy_score": 0.645,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.367
} | {
"annualized_noi_impact_usd": -7763,
"annualized_revenue_impact_usd": -12284,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 509845,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.28
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.251,
"capital_availability": 0.358,
"demand_pressure": 0.345,
"entitlement_friction": 0.732,
"labor_shortage": 0.659,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107508",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:07:00Z",
"trace_id": "a4f4b300-77e9-4157-a668-3e44477cae6b"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.08,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.4,
"battery_mwh": 1.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-C06EB95893",
"grid_service_limit_mw": 20.23,
"gross_sqft": 620714,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.652,
"nearby_nodes": 5,
"network_redundancy_score": 0.484,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 83.9,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.54,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.393
} | {
"annualized_noi_impact_usd": -10455,
"annualized_revenue_impact_usd": -17203,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 505718,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": -1.18,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.74
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.64
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.123,
"capital_availability": 0.289,
"demand_pressure": 0.558,
"entitlement_friction": 0.652,
"labor_shortage": 0.897,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107509",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:01:00Z",
"trace_id": "84504ec7-2307-4955-afd8-9582e745c9ab"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": 0.144,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.186,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.81,
"battery_mwh": 3.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-B9C8DDF9F5",
"grid_service_limit_mw": 21.97,
"gross_sqft": 1036524,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.306,
"nearby_nodes": 3,
"network_redundancy_score": 0.424,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 112032... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 82,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -118224,
"annualized_revenue_impact_usd": -191778,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 665235,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -1.44,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.52
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.04
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.688,
"capital_availability": 0.131,
"demand_pressure": 0.473,
"entitlement_friction": 0.306,
"labor_shortage": 0.745,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107510",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:22:00Z",
"trace_id": "a352cf46-0427-4453-9e3c-7fe18bb8fe5b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.047,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.77,
"battery_mwh": 5.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-11BAE7CF77",
"grid_service_limit_mw": 10.82,
"gross_sqft": 842285,
"infill_site": true,
"lease_expiry_months": 50,
"occupa... | {
"capital_availability": 0.807,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.447,
"nearby_nodes": 2,
"network_redundancy_score": 0.869,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 3.02,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.76,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -96676,
"annualized_revenue_impact_usd": -128339,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 762354,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": 0.83,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 46.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.22
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.807,
"demand_pressure": 0.294,
"entitlement_friction": 0.447,
"labor_shortage": 0.832,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-107511",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "d3b33d54-e7ad-413f-bfce-881bf488c681"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.421,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.061,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.31,
"battery_mwh": 1.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-E8FA3C4F47",
"grid_service_limit_mw": 15.83,
"gross_sqft": 688693,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.699,
"nearby_nodes": 4,
"network_redundancy_score": 0.722,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 315087... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": -0.01,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 59987,
"annualized_revenue_impact_usd": 82009,
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"decision_horizon_days": 60,
"estimated_capex_usd": 545305,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.29
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.382,
"demand_pressure": 0.604,
"entitlement_friction": 0.699,
"labor_shortage": 0.622,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107512",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:10:00Z",
"trace_id": "7fe5f170-e163-444f-9eaf-670df0354756"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.071,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 4.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-E3F6EA3744",
"grid_service_limit_mw": 14.69,
"gross_sqft": 416339,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.007,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.486,
"nearby_nodes": 6,
"network_redundancy_score": 0.688,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.238
} | {
"annualized_noi_impact_usd": -110925,
"annualized_revenue_impact_usd": -165415,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 566972,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -0.17,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.8
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.861,
"capital_availability": 0.007,
"demand_pressure": 0.514,
"entitlement_friction": 0.486,
"labor_shortage": 1,
"portfolio_tightness": 0.628,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107513",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:14:00Z",
"trace_id": "cc071b62-a44c-4a79-b572-0aa81c7953e6"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.38,
"battery_mwh": 6.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-2D35D97622",
"grid_service_limit_mw": 8.62,
"gross_sqft": 501803,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.588,
"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 90.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 4.08,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability": 0.594
} | {
"annualized_noi_impact_usd": 195948,
"annualized_revenue_impact_usd": 272457,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 516780,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.77
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.579,
"demand_pressure": 0.847,
"entitlement_friction": 0.588,
"labor_shortage": 0.765,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-107514",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:17:00Z",
"trace_id": "ef27b92b-eb69-45b7-9b49-b3c0f4f626cd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.322,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.356,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 1.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-84BDA5C1E4",
"grid_service_limit_mw": 15.39,
"gross_sqft": 738034,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.423,
"nearby_nodes": 5,
"network_redundancy_score": 0.484,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 88,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 5.53,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 246160,
"annualized_revenue_impact_usd": 388421,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 535516,
"expansion_capture_probability_post_event": 0.643,
"lease_rate_change_pct": 3.02,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.56
},
{
"action": "raise_priority_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.221,
"demand_pressure": 0.719,
"entitlement_friction": 0.423,
"labor_shortage": 0.787,
"portfolio_tightness": 0.673,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-107515",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:22:00Z",
"trace_id": "21fbd17e-ac4f-4fb0-a23c-ea0aa77e5f74"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.486,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.82,
"battery_mwh": 4.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-EF4EA94E1D",
"grid_service_limit_mw": 10.47,
"gross_sqft": 437361,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.277,
"nearby_nodes": 7,
"network_redundancy_score": 0.523,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 3.06,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 4.43,
"rent_growth_90d_pct": 6.15,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -16487,
"annualized_revenue_impact_usd": -23591,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 518733,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.2
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.75
},
{
"action": "hold_service_leve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.723,
"demand_pressure": 0.395,
"entitlement_friction": 0.277,
"labor_shortage": 0.88,
"portfolio_tightness": 0.712,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107516",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "3e510be3-6330-4db9-954e-30870ca98dec"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.239,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.263,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.22,
"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-FDB47FF129",
"grid_service_limit_mw": 12.62,
"gross_sqft": 553549,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.262,
"nearby_nodes": 4,
"network_redundancy_score": 0.838,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 42937,
"annualized_revenue_impact_usd": 68410,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 337423,
"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 2.74,
"occupancy_shift": 0.03,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.95
},
{
"action": "raise_priority_pricing",
"reason": "mon... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.102,
"capital_availability": 0.314,
"demand_pressure": 0.759,
"entitlement_friction": 0.262,
"labor_shortage": 0.523,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107517",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:15:00Z",
"trace_id": "791dfcb3-2ee5-403c-b1ec-2caad184eff6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.137,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.64,
"battery_mwh": 5.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-00BB053B4F",
"grid_service_limit_mw": 9.05,
"gross_sqft": 446862,
"infill_site": true,
"lease_expiry_months": 53,
"occupa... | {
"capital_availability": 0.891,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.607,
"nearby_nodes": 6,
"network_redundancy_score": 0.54,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 384... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 83.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"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": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 4.01,
"rent_growth_90d_pct": 4.81,
"tenant_expansion_probability": 0.493... | {
"annualized_noi_impact_usd": 50343,
"annualized_revenue_impact_usd": 70997,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 515172,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.019,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.09
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.12
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.201,
"capital_availability": 0.891,
"demand_pressure": 0.507,
"entitlement_friction": 0.607,
"labor_shortage": 0.654,
"portfolio_tightness": 0.624,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-107518",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:22:00Z",
"trace_id": "ab6d57e4-6925-4315-9bee-128c22357fda"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.039,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.73,
"battery_mwh": 8.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-D720A9AB57",
"grid_service_limit_mw": 15.98,
"gross_sqft": 1274468,
"infill_site": true,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.547,
"nearby_nodes": 2,
"network_redundancy_score": 0.345,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -292022,
"annualized_revenue_impact_usd": -433986,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 528520,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.65
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.46
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.177,
"demand_pressure": 0.347,
"entitlement_friction": 0.547,
"labor_shortage": 0.943,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-107519",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:57:00Z",
"trace_id": "33be0eea-5f52-4e48-a31b-68432b7c3619"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.191,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.31,
"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-0780909852",
"grid_service_limit_mw": 12.91,
"gross_sqft": 813450,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.63,
"nearby_nodes": 2,
"network_redundancy_score": 0.353,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -79503,
"annualized_revenue_impact_usd": -134055,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 670842,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.57
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.55
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.159,
"demand_pressure": 0.572,
"entitlement_friction": 0.63,
"labor_shortage": 0.845,
"portfolio_tightness": 0.678,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107520",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "fe4e9161-cf88-4873-80c9-fd411b78e7fb"
} | {
"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": 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": -0.037,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.69,
"battery_mwh": 7.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-E0243EAAB7",
"grid_service_limit_mw": 17.83,
"gross_sqft": 1117076,
"infill_site": true,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.323,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.547,
"nearby_nodes": 5,
"network_redundancy_score": 0.379,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.9,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.7,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.233
... | {
"annualized_noi_impact_usd": -135124,
"annualized_revenue_impact_usd": -228536,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 602963,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -2.07,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.77
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 23.78
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.539,
"capital_availability": 0.2,
"demand_pressure": 0.375,
"entitlement_friction": 0.547,
"labor_shortage": 0.535,
"portfolio_tightness": 0.482,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107521",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:22:00Z",
"trace_id": "8953836b-0099-4bac-9a37-22b84a159416"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.012,
"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_ta... | {
"automation_penetration": 0.25,
"battery_mwh": 1.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-98EE8F5B4B",
"grid_service_limit_mw": 22.14,
"gross_sqft": 1193111,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.268,
"nearby_nodes": 6,
"network_redundancy_score": 0.639,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.117
} | {
"annualized_noi_impact_usd": -126232,
"annualized_revenue_impact_usd": -197198,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 609377,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -0.44,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.31
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.519,
"capital_availability": 0.481,
"demand_pressure": 0.479,
"entitlement_friction": 0.268,
"labor_shortage": 0.633,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-107522",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:31:00Z",
"trace_id": "3b0d4a15-ff83-4460-8d36-5798d7add60e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.234,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.29,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.62,
"battery_mwh": 11.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-B0E9740CD5",
"grid_service_limit_mw": 20.62,
"gross_sqft": 431839,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.528,
"nearby_nodes": 6,
"network_redundancy_score": 0.601,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 8219,
"annualized_revenue_impact_usd": 12948,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 564064,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.62
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.469,
"demand_pressure": 0.66,
"entitlement_friction": 0.528,
"labor_shortage": 0.642,
"portfolio_tightness": 0.586,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-107523",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:42:00Z",
"trace_id": "1442a152-5048-4f83-b84b-a9ac3e5f5d9b"
} | {
"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": 6.8,
"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": 0.342,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.48,
"battery_mwh": 7.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-C518B392E0",
"grid_service_limit_mw": 14.78,
"gross_sqft": 1222731,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.671,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.6,
"nearby_nodes": 5,
"network_redundancy_score": 0.31,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 445844,
... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.65,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 186154,
"annualized_revenue_impact_usd": 291950,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 512889,
"expansion_capture_probability_post_event": 0.637,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.31
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.74
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.671,
"demand_pressure": 0.556,
"entitlement_friction": 0.6,
"labor_shortage": 0.446,
"portfolio_tightness": 0.487,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-107524",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "59b182fb-6579-464e-8b84-b37080b0d800"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.375,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.099,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.59,
"battery_mwh": 6.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-1EF69E1072",
"grid_service_limit_mw": 18.11,
"gross_sqft": 872940,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.295,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.08,
"nearby_nodes": 7,
"network_redundancy_score": 0.639,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 5.03,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 82824,
"annualized_revenue_impact_usd": 116506,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 450449,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.07
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.295,
"demand_pressure": 0.682,
"entitlement_friction": 0.08,
"labor_shortage": 0.734,
"portfolio_tightness": 0.563,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-107525",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:13:00Z",
"trace_id": "46504324-b7fb-4b1e-b043-c70654ce4e7f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.145,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.44,
"battery_mwh": 1.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-28D73CE306",
"grid_service_limit_mw": 14.12,
"gross_sqft": 1012297,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.141,
"nearby_nodes": 3,
"network_redundancy_score": 0.628,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 186961... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 2.11,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -36621,
"annualized_revenue_impact_usd": -49830,
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"estimated_capex_usd": 402345,
"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.88
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"demand_pressure": 0.565,
"entitlement_friction": 0.141,
"labor_shortage": 0.649,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-107526",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "c3119fd9-2ec3-45b7-9b25-3ffc80fa24cf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.086,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 7.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-10E4422F32",
"grid_service_limit_mw": 19.21,
"gross_sqft": 882243,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.168,
"nearby_nodes": 5,
"network_redundancy_score": 0.757,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 682239,... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill_... | {
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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",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
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{
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"score": 44.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.47
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.976,
"entitlement_friction": 0.168,
"labor_shortage": 0.815,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107527",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:57:00Z",
"trace_id": "62cbcd40-b3c6-4f94-a13a-ca39148a1a5a"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.289,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.197,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 9.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-B89089391A",
"grid_service_limit_mw": 19.11,
"gross_sqft": 1107390,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.516,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 80100,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.32
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.57,
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"entitlement_friction": 0.451,
"labor_shortage": 0.786,
"portfolio_tightness": 0.495,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107528",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:52:00Z",
"trace_id": "3acd75cd-b351-4512-89b3-6fa8e498115a"
} | {
"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": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 3.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-75C47B2659",
"grid_service_limit_mw": 20.02,
"gross_sqft": 854847,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.497,
"nearby_nodes": 4,
"network_redundancy_score": 0.53,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 79.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
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"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": -3011,
"annualized_revenue_impact_usd": -4904,
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"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.15
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.753,
"demand_pressure": 0.298,
"entitlement_friction": 0.497,
"labor_shortage": 0.663,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107529",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "841f4528-ec8d-466d-9dd4-5fdd81e04cc3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.65,
"battery_mwh": 1.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-73AAE049FB",
"grid_service_limit_mw": 22.92,
"gross_sqft": 1288210,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.492,
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"entitlement_friction": 0.684,
"nearby_nodes": 5,
"network_redundancy_score": 0.658,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 80.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.26
} | {
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"annualized_revenue_impact_usd": -254185,
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"decision_horizon_days": 30,
"estimated_capex_usd": 731641,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -1.13,
"occupancy_shift": -0.007,
"service_penalty_r... | {
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{
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"score": 34.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.33
},
{
"action": "offer_pree... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107530",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:24:00Z",
"trace_id": "0f37b6b3-ce27-4cf8-a700-8751ea707444"
} | {
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"population_density": 2800,
"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-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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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 137,
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"grid_service_limit_mw": 18.5,
"gross_sqft": 1370548,
"infill_site": false,
"lease_expiry_months": 41,
"oc... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.773,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "very_high",
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"rent_growth_90d_pct": -0.87,
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} | {
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"lease_rate_change_pct": -3.01,
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},
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 32.35
},
{
"action": "secure_po... | {
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"labor_shortage": 0.683,
"portfolio_tightness": 0.412,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107531",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:50:00Z",
"trace_id": "940a2965-eead-401c-88c6-3fb4f06aa791"
} | {
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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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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target"... | {
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"grid_service_limit_mw": 17.3,
"gross_sqft": 1163610,
"infill_site": false,
"lease_expiry_months": 54,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.825,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.9,
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} | {
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{
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"score": 26.58
},
{
"action": "shift_overflow_t... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:03:00Z",
"trace_id": "58649e87-aebf-4af7-9a2d-53c398ce29bd"
} | {
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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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},
{
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"... | {
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"gross_sqft": 1404969,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.562,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"power_load_pct_of_service_limit": 75.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
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} | {
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},
{
"action": "escalate_utility_interconnect",
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"score": 34.16
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{
"action": "defer_noncritica... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107533",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:22:00Z",
"trace_id": "42275f94-02c5-40b9-b4ad-e6fe113de014"
} | {
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"population_density": 2800,
"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-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": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.438,
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"serv... | {
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"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A92DBF6F8D",
"grid_service_limit_mw": 19.73,
"gross_sqft": 1034908,
"infill_site": true,
"lease_expiry_months": 40,
... | {
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"network_redundancy_score": 0.43,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": -0.1,
"rent_growth_90d_pct": -0.17,
"tenant_expansion_probability": 0.145
} | {
"annualized_noi_impact_usd": -240657,
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"expansion_capture_probability_post_event": 0.051,
"lease_rate_change_pct": -2.9,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 25.37
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 22.3
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.579,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-107534",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:54:00Z",
"trace_id": "ec4c8307-0a5e-4a7f-841f-20bafca5f8aa"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.168,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.36,
"battery_mwh": 8.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-3FE35DBF68",
"grid_service_limit_mw": 16.38,
"gross_sqft": 239941,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.21,
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"nearby_nodes": 2,
"network_redundancy_score": 0.748,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fi... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 30994,
"annualized_revenue_impact_usd": 40076,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 707590,
"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.75
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.21,
"demand_pressure": 0.586,
"entitlement_friction": 0.376,
"labor_shortage": 0.897,
"portfolio_tightness": 0.49,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-107535",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:05:00Z",
"trace_id": "281347f9-2ce4-495f-b39c-36ee9d48148e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.335,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.46,
"battery_mwh": 4.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-311ADAFE03",
"grid_service_limit_mw": 15.5,
"gross_sqft": 584567,
"infill_site": true,
"lease_expiry_months": 27,
"occupa... | {
"capital_availability": 0.764,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.324,
"nearby_nodes": 6,
"network_redundancy_score": 0.727,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 86.3,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 41016,
"annualized_revenue_impact_usd": 68610,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 528462,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.012,
"service_penalty_risk_usd": 2... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.53
},
{
"action": "escalate_utilit... | {
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"capital_availability": 0.764,
"demand_pressure": 0.677,
"entitlement_friction": 0.324,
"labor_shortage": 0.602,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107536",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:36:00Z",
"trace_id": "ae946b55-09e7-428c-9d63-a00a7e19458e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.216,
"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_... | {
"automation_penetration": 0.63,
"battery_mwh": 3.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-7FC0D60E08",
"grid_service_limit_mw": 21.26,
"gross_sqft": 1215572,
"infill_site": false,
"lease_expiry_months": 71,... | {
"capital_availability": 0.125,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.165,
"nearby_nodes": 3,
"network_redundancy_score": 0.615,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
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"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.463
} | {
"annualized_noi_impact_usd": 21892,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.397,
"lease_rate_change_pct": 2.91,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 35.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.55
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.125,
"demand_pressure": 0.56,
"entitlement_friction": 0.165,
"labor_shortage": 0.654,
"portfolio_tightness": 0.544,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-107537",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:36:00Z",
"trace_id": "b277b12e-ee64-4e65-956d-8d536c4afbb2"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.33,
"battery_mwh": 0.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-38D59DEDAB",
"grid_service_limit_mw": 20.68,
"gross_sqft": 809018,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
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"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.523,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.488,
"nearby_nodes": 7,
"network_redundancy_score": 0.865,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
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"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 4.62,
"tenant_expansion_probability": 0.571
} | {
"annualized_noi_impact_usd": 79417,
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"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.87
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.71
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.575,
"demand_pressure": 0.419,
"entitlement_friction": 0.488,
"labor_shortage": 0.775,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-107538",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:21:00Z",
"trace_id": "2cf2500b-dde4-43f3-9683-72feaa75c7f1"
} | {
"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",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.145,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.71,
"battery_mwh": 6.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-C29A3286B4",
"grid_service_limit_mw": 23.63,
"gross_sqft": 1169202,
"infill_site": false,
"lease_expiry_months": 52,... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.421,
"nearby_nodes": 5,
"network_redundancy_score": 0.367,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2096026... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 83.1,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": -0.09,
"tenant_expansion_probability": 0.314
} | {
"annualized_noi_impact_usd": -140619,
"annualized_revenue_impact_usd": -216889,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 550780,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -2.33,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.93
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.43
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.583,
"capital_availability": 0.41,
"demand_pressure": 0.509,
"entitlement_friction": 0.421,
"labor_shortage": 0.872,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107539",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "0ee79a0a-c81c-4c0c-a834-766d10fce0cf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 6.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 44,
"facility_id": "FAC-E405D6E2E1",
"grid_service_limit_mw": 12.42,
"gross_sqft": 445287,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.263,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.314,
"nearby_nodes": 6,
"network_redundancy_score": 0.388,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"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": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 3946,
"annualized_revenue_impact_usd": 5168,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 744130,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 0.35,
"occupancy_shift": -0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.32
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.75,
"capital_availability": 0.263,
"demand_pressure": 0.591,
"entitlement_friction": 0.314,
"labor_shortage": 1,
"portfolio_tightness": 0.614,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-107540",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:06:00Z",
"trace_id": "bb18762c-aaa0-48ca-ae64-56202fdcba74"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.181,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.147,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.3,
"battery_mwh": 0.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-9FD37EFB0A",
"grid_service_limit_mw": 20.87,
"gross_sqft": 600790,
"infill_site": false,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.302,
"nearby_nodes": 8,
"network_redundancy_score": 0.677,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": 3464,
"annualized_revenue_impact_usd": 5782,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 385471,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.12
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.328,
"capital_availability": 0.379,
"demand_pressure": 0.543,
"entitlement_friction": 0.302,
"labor_shortage": 0.709,
"portfolio_tightness": 0.512,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107541",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:24:00Z",
"trace_id": "aa0054fa-79b2-49c2-bce5-5c034dbca442"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.092,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 10.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-3F065579BC",
"grid_service_limit_mw": 15.28,
"gross_sqft": 271116,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.389,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.413,
"nearby_nodes": 7,
"network_redundancy_score": 0.693,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -10513,
"annualized_revenue_impact_usd": -14185,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.149,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 32.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.22
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.711,
"capital_availability": 0.389,
"demand_pressure": 0.71,
"entitlement_friction": 0.413,
"labor_shortage": 0.909,
"portfolio_tightness": 0.483,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-107542",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "222eba6a-48fc-4ddb-8c50-3a1b65469630"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.287,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.335,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 3.9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-E857A72731",
"grid_service_limit_mw": 22.04,
"gross_sqft": 845287,
"infill_site": true,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.422,
"nearby_nodes": 7,
"network_redundancy_score": 0.625,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1090151... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.447
} | {
"annualized_noi_impact_usd": -51982,
"annualized_revenue_impact_usd": -77429,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": 0.2,
"occupancy_shift": -0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.89
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.468,
"capital_availability": 0.287,
"demand_pressure": 0.503,
"entitlement_friction": 0.422,
"labor_shortage": 0.859,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-107543",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "86cabdf6-ec2c-4eba-a980-15b5ef68c94b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.053,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.61,
"battery_mwh": 5.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-E5C670A5D5",
"grid_service_limit_mw": 11.81,
"gross_sqft": 528312,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.557,
"nearby_nodes": 2,
"network_redundancy_score": 0.826,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -74878,
"annualized_revenue_impact_usd": -123346,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 444213,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -1.5,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.8
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.822,
"capital_availability": 0.316,
"demand_pressure": 0.748,
"entitlement_friction": 0.557,
"labor_shortage": 0.682,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107544",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "96e87c3b-2c18-4e51-b0ee-8e102189b05d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.394,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.26,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.34,
"battery_mwh": 12.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-545A362826",
"grid_service_limit_mw": 13.59,
"gross_sqft": 548970,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.845,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.258,
"nearby_nodes": 4,
"network_redundancy_score": 0.613,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 88.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 34.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.717
} | {
"annualized_noi_impact_usd": 127459,
"annualized_revenue_impact_usd": 174034,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 525457,
"expansion_capture_probability_post_event": 0.678,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.033,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 50.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.4
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.586,
"capital_availability": 0.845,
"demand_pressure": 0.78,
"entitlement_friction": 0.258,
"labor_shortage": 0.918,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-107545",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "6b872a90-44cd-4e79-b7c0-03382967a64f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.023,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.082,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.24,
"battery_mwh": 4.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-62413BA81F",
"grid_service_limit_mw": 14.95,
"gross_sqft": 749989,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.664,
"nearby_nodes": 7,
"network_redundancy_score": 0.558,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -109913,
"annualized_revenue_impact_usd": -160966,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 564442,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -2.91,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.25
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.23
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.22,
"demand_pressure": 0.361,
"entitlement_friction": 0.664,
"labor_shortage": 0.923,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107546",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:11:00Z",
"trace_id": "27c2a41e-17d2-414d-9e2f-571f0f4a8be5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.127,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.42,
"battery_mwh": 0.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-866611CB33",
"grid_service_limit_mw": 7.68,
"gross_sqft": 636622,
"infill_site": false,
"lease_expiry_months": 62,
"... | {
"capital_availability": 0.719,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.549,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.732,
"nearby_nodes": 3,
"network_redundancy_score": 0.643,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -75982,
"annualized_revenue_impact_usd": -118630,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 702609,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": 0.51,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.02
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.85
},
{
"action": "delay_spec_development",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.719,
"demand_pressure": 0.505,
"entitlement_friction": 0.732,
"labor_shortage": 0.825,
"portfolio_tightness": 0.723,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107547",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:21:00Z",
"trace_id": "5bca7280-7218-4004-8806-147f3c60d545"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.69,
"battery_mwh": 10.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-94AC004E3D",
"grid_service_limit_mw": 19.78,
"gross_sqft": 836383,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.285,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.469,
"nearby_nodes": 2,
"network_redundancy_score": 0.46,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
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"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": -51506,
"annualized_revenue_impact_usd": -77072,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.22
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.34,
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"entitlement_friction": 0.469,
"labor_shortage": 0.672,
"portfolio_tightness": 0.568,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107548",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:19:00Z",
"trace_id": "81714f50-c80e-46fe-a561-eb5bc1ca9d08"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"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": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.58,
"battery_mwh": 10.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-F85B34A643",
"grid_service_limit_mw": 16.21,
"gross_sqft": 1138875,
"infill_site": true,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.301,
"nearby_nodes": 8,
"network_redundancy_score": 0.552,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -520674,
"cap_rate_pressure_pct": -0.21,
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"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.75
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.425,
"entitlement_friction": 0.301,
"labor_shortage": 0.871,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-107549",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:23:00Z",
"trace_id": "d0ea8815-e22e-4662-bc6b-4b0f03580bc4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.102,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.72,
"battery_mwh": 0.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-73EF894F90",
"grid_service_limit_mw": 22.88,
"gross_sqft": 167566,
"infill_site": true,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.132,
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"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.468,
"nearby_nodes": 2,
"network_redundancy_score": 0.513,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 147801,... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -38050,
"annualized_revenue_impact_usd": -54574,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 493886,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.42
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.82
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.464,
"capital_availability": 0.132,
"demand_pressure": 0.404,
"entitlement_friction": 0.468,
"labor_shortage": 0.778,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107550",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "db0a5dbd-21a0-460f-be34-a69afc615488"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.119,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.305,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.59,
"battery_mwh": 6.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-7895D7B16B",
"grid_service_limit_mw": 14.3,
"gross_sqft": 696821,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.112,
"nearby_nodes": 8,
"network_redundancy_score": 0.524,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 209382... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.273
} | {
"annualized_noi_impact_usd": -67474,
"annualized_revenue_impact_usd": -91755,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 630616,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -0.44,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.04
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.26,
"capital_availability": 0.243,
"demand_pressure": 0.597,
"entitlement_friction": 0.112,
"labor_shortage": 0.82,
"portfolio_tightness": 0.444,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107551",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "7738dd9d-dbda-4d00-b460-c49e4629a540"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.231,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.31,
"battery_mwh": 5.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-181B01D19E",
"grid_service_limit_mw": 17.26,
"gross_sqft": 1102466,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.655,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.187,
"nearby_nodes": 4,
"network_redundancy_score": 0.652,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.454
} | {
"annualized_noi_impact_usd": 26811,
"annualized_revenue_impact_usd": 45952,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 439301,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.12
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.076,
"demand_pressure": 0.747,
"entitlement_friction": 0.187,
"labor_shortage": 0.872,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-107552",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:42:00Z",
"trace_id": "b4dc7791-6840-4969-8b40-cb9127cddf80"
} | {
"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": 8.1,
"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": 0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.66,
"battery_mwh": 11.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-FA0C438B91",
"grid_service_limit_mw": 11.08,
"gross_sqft": 1333832,
"infill_site": false,
"lease_expiry_months": 10,
"... | {
"capital_availability": 0.011,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.765,
"nearby_nodes": 8,
"network_redundancy_score": 0.363,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -208235,
"annualized_revenue_impact_usd": -315811,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 462882,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -2.03,
"occupancy_shift": 0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.4
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.848,
"capital_availability": 0.011,
"demand_pressure": 0.633,
"entitlement_friction": 0.765,
"labor_shortage": 0.812,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107553",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:56:00Z",
"trace_id": "d4506a93-5b81-49a9-ba07-e54f7dbf8182"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.079,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.126,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.37,
"battery_mwh": 2.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-6B6B38E4C6",
"grid_service_limit_mw": 26.6,
"gross_sqft": 625193,
"infill_site": true,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.533,
"nearby_nodes": 2,
"network_redundancy_score": 0.706,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.8,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -78202,
"annualized_revenue_impact_usd": -100289,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 509223,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -1.19,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.27
},
{
"action": "activate_temp_labo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.362,
"demand_pressure": 0.416,
"entitlement_friction": 0.533,
"labor_shortage": 0.906,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-107554",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "1effde0b-9074-4bf8-a9ba-82ba70ef3a37"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.142,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.28,
"battery_mwh": 6.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-8B31127E7E",
"grid_service_limit_mw": 8.03,
"gross_sqft": 422023,
"infill_site": false,
"lease_expiry_months": 14,
"occup... | {
"capital_availability": 0.779,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.655,
"nearby_nodes": 8,
"network_redundancy_score": 0.817,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 924... | [
{
"appointment_fill_pct": 94.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"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... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 73.5,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 4.81,
"tenant_expansion_probability": 0.313
... | {
"annualized_noi_impact_usd": -57920,
"annualized_revenue_impact_usd": -85320,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 726828,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 41.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.98
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.779,
"demand_pressure": 0.696,
"entitlement_friction": 0.655,
"labor_shortage": 1,
"portfolio_tightness": 0.577,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-107555",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "db6e563b-719b-4ee0-ad72-a4d942c6c03a"
} | {
"airport_proximity_km": 42,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.106,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 9.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-70D7B19C24",
"grid_service_limit_mw": 12.86,
"gross_sqft": 311125,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.622,
"nearby_nodes": 7,
"network_redundancy_score": 0.597,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"dock_utilization_pct": 91.1,
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"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_r... | {
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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": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 2.98,
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} | {
"annualized_noi_impact_usd": 47058,
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"lease_rate_change_pct": 1.59,
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"service_penalty_risk_us... | {
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{
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"score": 42.27
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.78
},
{
"action": "secure_po... | {
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"entitlement_friction": 0.622,
"labor_shortage": 0.804,
"portfolio_tightness": 0.395,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107556",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "b041d0fa-05c6-40f4-a753-f741223d7b94"
} | {
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"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": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-BC1639DF79",
"grid_service_limit_mw": 7.23,
"gross_sqft": 1282185,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.952,
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"nearby_nodes": 6,
"network_redundancy_score": 0.326,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 503120... | [
{
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"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 56.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 3.49,
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} | {
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"lease_rate_change_pct": 2.07,
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"service_penalty_risk_u... | {
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"score": 45.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.18
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.866,
"entitlement_friction": 0.804,
"labor_shortage": 0.946,
"portfolio_tightness": 0.678,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-107557",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:29:00Z",
"trace_id": "59205fba-ef39-41cc-942f-0a7d4d4c63b3"
} | {
"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"
} | {
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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": 6.9,
"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": 0.11,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 10.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-759DB15002",
"grid_service_limit_mw": 13.81,
"gross_sqft": 234431,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.773,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 1.53,
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} | {
"annualized_noi_impact_usd": -24216,
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"lease_rate_change_pct": -2.05,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.45
},
{
"action": "hold_service_levels_flat",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 1,
"portfolio_tightness": 0.563,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107558",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:40:00Z",
"trace_id": "e46c5163-584b-46e0-8975-ad2c205293b8"
} | {
"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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{
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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": 7.5,
"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": "high",
"risk_of_churn": 0.274,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-66BEB346A9",
"grid_service_limit_mw": 15.03,
"gross_sqft": 252863,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.257,
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"nearby_nodes": 4,
"network_redundancy_score": 0.709,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
"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": 1.72,
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"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": 2.58,
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} | {
"annualized_noi_impact_usd": -42026,
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"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.39
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.881,
"portfolio_tightness": 0.528,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-107559",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:08:00Z",
"trace_id": "e9bb5094-c2a9-47f5-a6a7-4d4d06280d26"
} | {
"airport_proximity_km": 42,
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.79,
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-C3AD24E645",
"grid_service_limit_mw": 19.79,
"gross_sqft": 782122,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.204,
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"network_redundancy_score": 0.391,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1034194... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": -0.52,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -86334,
"annualized_revenue_impact_usd": -131809,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 466599,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -2.26,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.4
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.07
},
{
"action": "activate_temp_labor",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.204,
"demand_pressure": 0.441,
"entitlement_friction": 0.086,
"labor_shortage": 0.852,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107560",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:06:00Z",
"trace_id": "07a2f64a-132a-4bc0-9a98-c7ada0b0516d"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
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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_targ... | {
"automation_penetration": 0.23,
"battery_mwh": 8.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-6550C32B3D",
"grid_service_limit_mw": 21.17,
"gross_sqft": 389777,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.125,
"nearby_nodes": 8,
"network_redundancy_score": 0.393,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 842003,
... | [
{
"appointment_fill_pct": 74.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 77.3,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
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"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.146
} | {
"annualized_noi_impact_usd": -137115,
"annualized_revenue_impact_usd": -188155,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 592076,
"expansion_capture_probability_post_event": 0.033,
"lease_rate_change_pct": -3.5,
"occupancy_shift": -0.024,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.13
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.215,
"demand_pressure": 0.228,
"entitlement_friction": 0.125,
"labor_shortage": 1,
"portfolio_tightness": 0.386,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107561",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:05:00Z",
"trace_id": "2a8eb2c0-c0cf-4ac9-a3e7-9e7c374594cf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.04,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.32,
"battery_mwh": 10.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-7BBE521E38",
"grid_service_limit_mw": 21.58,
"gross_sqft": 731775,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.58,
"nearby_nodes": 5,
"network_redundancy_score": 0.678,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 78.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.71,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
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"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.155
} | {
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"annualized_revenue_impact_usd": -285312,
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"decision_horizon_days": 60,
"estimated_capex_usd": 665521,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -3.32,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.52
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.104,
"demand_pressure": 0.26,
"entitlement_friction": 0.58,
"labor_shortage": 0.934,
"portfolio_tightness": 0.492,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-107562",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "ffe02311-17c8-4e66-a3f1-3f7e59d80c42"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 6.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-03C1E8E5BC",
"grid_service_limit_mw": 22.71,
"gross_sqft": 342995,
"infill_site": false,
"lease_expiry_months": 9,
"occupan... | {
"capital_availability": 0.371,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.672,
"nearby_nodes": 5,
"network_redundancy_score": 0.341,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": -2668,
"annualized_revenue_impact_usd": -4318,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.14
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.31
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.371,
"demand_pressure": 0.516,
"entitlement_friction": 0.672,
"labor_shortage": 0.615,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-107563",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "d1164927-d1ee-4c09-8312-ddd9c705d32b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.07,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 7.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-4D5647D668",
"grid_service_limit_mw": 13.47,
"gross_sqft": 1082664,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.939,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.166,
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"nearby_nodes": 8,
"network_redundancy_score": 0.596,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.98,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 4.46,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.417
} | {
"annualized_noi_impact_usd": 108354,
"annualized_revenue_impact_usd": 158012,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.82
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.165,
"capital_availability": 0.939,
"demand_pressure": 0.618,
"entitlement_friction": 0.465,
"labor_shortage": 0.88,
"portfolio_tightness": 0.582,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107564",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "e25f9a22-1e56-4d90-b2b7-47bff58b1f92"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.426,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.48,
"battery_mwh": 2.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-A787CD4F8A",
"grid_service_limit_mw": 14.18,
"gross_sqft": 496449,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.422,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.081,
"nearby_nodes": 4,
"network_redundancy_score": 0.334,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 88.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.79,
"rent_growth_90d_pct": 6.35,
"tenant_expansion_probability": 0.78
} | {
"annualized_noi_impact_usd": 182573,
"annualized_revenue_impact_usd": 267439,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 461474,
"expansion_capture_probability_post_event": 0.773,
"lease_rate_change_pct": 6.01,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.78
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.02
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.433,
"capital_availability": 0.422,
"demand_pressure": 0.811,
"entitlement_friction": 0.081,
"labor_shortage": 0.537,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-107565",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:27:00Z",
"trace_id": "d0f21cdc-8855-425b-80b2-4d6a2d0a1d4a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.77,
"battery_mwh": 1.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-23A7878C2D",
"grid_service_limit_mw": 24.47,
"gross_sqft": 982469,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.635,
"nearby_nodes": 3,
"network_redundancy_score": 0.391,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 61.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.644,
"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": 2.51,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -72781,
"annualized_revenue_impact_usd": -103226,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 562273,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -1.26,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.27
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.14
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.249,
"capital_availability": 0.411,
"demand_pressure": 0.317,
"entitlement_friction": 0.635,
"labor_shortage": 0.703,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107566",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "89eeeae1-4f55-4376-b12d-9ca4bbbc0575"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.378,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 11.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-76C649BE78",
"grid_service_limit_mw": 18.47,
"gross_sqft": 1004604,
"infill_site": true,
"lease_expiry_months": 49,
"o... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.696,
"nearby_nodes": 2,
"network_redundancy_score": 0.525,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fi... | {
"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": "high",
"forecast_p... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability":... | {
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"decision_horizon_days": 60,
"estimated_capex_usd": 500925,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.57
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.725,
"capital_availability": 0.069,
"demand_pressure": 0.667,
"entitlement_friction": 0.696,
"labor_shortage": 0.612,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107567",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:59:00Z",
"trace_id": "23835e9c-b7f5-4d79-b755-a2c56f7418b2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.403,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.335,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.66,
"battery_mwh": 10.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-56269EA9B9",
"grid_service_limit_mw": 9.02,
"gross_sqft": 393833,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.662,
"nearby_nodes": 4,
"network_redundancy_score": 0.372,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.3,
"dock_utilization_pct": 88,
"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 55.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.5,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.614... | {
"annualized_noi_impact_usd": 29238,
"annualized_revenue_impact_usd": 41830,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 557625,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.72
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0.156,
"demand_pressure": 0.715,
"entitlement_friction": 0.662,
"labor_shortage": 0.958,
"portfolio_tightness": 0.682,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-107568",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "f49ca34b-1508-4128-b5e9-e202c272e6ad"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.033,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.363,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.57,
"battery_mwh": 6.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-B2C958F873",
"grid_service_limit_mw": 17.24,
"gross_sqft": 930942,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.838,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.767,
"nearby_nodes": 4,
"network_redundancy_score": 0.626,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 79.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.633,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -95292,
"annualized_revenue_impact_usd": -133714,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 479489,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": -1.91,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.9
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.32
},
{
"action": "activate_temp_labor",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.42,
"capital_availability": 0.838,
"demand_pressure": 0.336,
"entitlement_friction": 0.767,
"labor_shortage": 0.729,
"portfolio_tightness": 0.392,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-107569",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:06:00Z",
"trace_id": "2908369f-644b-4365-bd47-8531bf3b55b3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.291,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.107,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.36,
"battery_mwh": 7.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-18D443B202",
"grid_service_limit_mw": 18.17,
"gross_sqft": 391414,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.487,
"nearby_nodes": 3,
"network_redundancy_score": 0.603,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 15178,
"annualized_revenue_impact_usd": 21980,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 474603,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.52
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.95
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.358,
"demand_pressure": 0.543,
"entitlement_friction": 0.487,
"labor_shortage": 0.898,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107570",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:24:00Z",
"trace_id": "7a1652c3-e710-4ea3-8e5f-8d68756060cf"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.359,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 8.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-4C2DFB21D4",
"grid_service_limit_mw": 25.61,
"gross_sqft": 1310080,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
"capital_availability": 0.317,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.327,
"nearby_nodes": 7,
"network_redundancy_score": 0.577,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.2,
"dock_utilization_pct": 88.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 97809,
"annualized_revenue_impact_usd": 150406,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 492092,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.95
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.786,
"capital_availability": 0.317,
"demand_pressure": 0.799,
"entitlement_friction": 0.327,
"labor_shortage": 0.969,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107571",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:07:00Z",
"trace_id": "e238e82a-9b8e-4c5b-8b84-f452216293ff"
} | {
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.396,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.62,
"battery_mwh": 5.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-6044522EE2",
"grid_service_limit_mw": 27.45,
"gross_sqft": 1315899,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0.117,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.36,
"nearby_nodes": 5,
"network_redundancy_score": 0.395,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 134007,
"annualized_revenue_impact_usd": 173238,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 485691,
"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 3.01,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.04
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.117,
"demand_pressure": 0.606,
"entitlement_friction": 0.36,
"labor_shortage": 0.779,
"portfolio_tightness": 0.509,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-107572",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "23ed080d-9d48-4177-bef3-e7b9a7bb7d10"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.125,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 3.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-16046A1515",
"grid_service_limit_mw": 19.42,
"gross_sqft": 1102422,
"infill_site": true,
"lease_expiry_months": 55,
"oc... | {
"capital_availability": 0.656,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.546,
"nearby_nodes": 5,
"network_redundancy_score": 0.446,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -19896,
"annualized_revenue_impact_usd": -26326,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 460596,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.4
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.656,
"demand_pressure": 0.83,
"entitlement_friction": 0.546,
"labor_shortage": 0.79,
"portfolio_tightness": 0.54,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107573",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "1a33473b-7f43-43ef-8ce9-5b51cd458832"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.289,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.18,
"battery_mwh": 11.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-BB21F487D7",
"grid_service_limit_mw": 17.96,
"gross_sqft": 837898,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.091,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.623,
"nearby_nodes": 7,
"network_redundancy_score": 0.377,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 67058,... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 51917,
"annualized_revenue_impact_usd": 72617,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 534148,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 2.77,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.64
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.751,
"capital_availability": 0.091,
"demand_pressure": 0.712,
"entitlement_friction": 0.623,
"labor_shortage": 0.544,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107574",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "17a542ac-67fd-401e-8e45-9cdd67a2e756"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.208,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 4.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-BC57368343",
"grid_service_limit_mw": 16.6,
"gross_sqft": 940592,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.766,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.479,
"nearby_nodes": 2,
"network_redundancy_score": 0.821,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.1,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 0.17,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": -16306,
"annualized_revenue_impact_usd": -27068,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 506826,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.58
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.89
},
{
"action": "def... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.766,
"demand_pressure": 0.433,
"entitlement_friction": 0.479,
"labor_shortage": 0.423,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107575",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "a934573f-8619-45cc-9bb1-2447207e85e8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.263,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.032,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.38,
"battery_mwh": 2.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-710F461AB0",
"grid_service_limit_mw": 12.2,
"gross_sqft": 630931,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.847,
"nearby_nodes": 5,
"network_redundancy_score": 0.444,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 133090... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": -6218,
"annualized_revenue_impact_usd": -8334,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 581436,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.59
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.05
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.853,
"capital_availability": 0,
"demand_pressure": 0.405,
"entitlement_friction": 0.847,
"labor_shortage": 0.96,
"portfolio_tightness": 0.572,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-107576",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:09:00Z",
"trace_id": "95ae5c03-dba2-4b38-8a2c-c310b411c91f"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.078,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.316,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.78,
"battery_mwh": 8.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-FB263BD6C0",
"grid_service_limit_mw": 12.83,
"gross_sqft": 605078,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.045,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.674,
"nearby_nodes": 2,
"network_redundancy_score": 0.726,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 68... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.4,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": -1.17,
"rent_growth_90d_pct": -0.66,
"tenant_expansion_probability": 0.151
} | {
"annualized_noi_impact_usd": -85329,
"annualized_revenue_impact_usd": -127766,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 30,
"estimated_capex_usd": 632867,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.12,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.55
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.819,
"capital_availability": 0.045,
"demand_pressure": 0.348,
"entitlement_friction": 0.674,
"labor_shortage": 0.943,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107577",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "1d5451d1-a3f4-41d4-9c93-064c6a12708b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.255,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.46,
"battery_mwh": 2.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-0CBEF458E1",
"grid_service_limit_mw": 21.81,
"gross_sqft": 1186827,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.327,
"nearby_nodes": 5,
"network_redundancy_score": 0.547,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 295277... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate... | {
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": -38865,
"annualized_revenue_impact_usd": -54982,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 508100,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.37
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.603,
"demand_pressure": 0.759,
"entitlement_friction": 0.327,
"labor_shortage": 0.66,
"portfolio_tightness": 0.481,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107578",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:47:00Z",
"trace_id": "b31b904a-8e13-469b-af3c-3d7f5d04fa8c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"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": 0.197,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.114,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 11.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-70FB7BD24A",
"grid_service_limit_mw": 16.07,
"gross_sqft": 941575,
"infill_site": true,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.666,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.248,
"nearby_nodes": 5,
"network_redundancy_score": 0.365,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": 12089,
"annualized_revenue_impact_usd": 20450,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 342091,
"expansion_capture_probability_post_event": 0.365,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.55
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.666,
"demand_pressure": 0.463,
"entitlement_friction": 0.248,
"labor_shortage": 0.639,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-107579",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "6d147f39-0385-4433-87ba-e50c4c32b98d"
} | {
"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": 8.4,
"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": 0.314,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.72,
"battery_mwh": 4.52,
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"clear_height_ft": 32,
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"dock_doors": 24,
"facility_id": "FAC-50FA0F5B3C",
"grid_service_limit_mw": 11.27,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.581,
"nearby_nodes": 7,
"network_redundancy_score": 0.572,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"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": "very_high",
"fo... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 6.08,
"tenant_expansion_probability":... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 440259,
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"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 41.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.58
},
{
"action": "offer_preemptiv... | {
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"entitlement_friction": 0.581,
"labor_shortage": 0.985,
"portfolio_tightness": 0.722,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-107580",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:46:00Z",
"trace_id": "b804dad3-d7f6-458b-a66e-3efacee41b11"
} | {
"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",
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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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.501,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.27,
"battery_mwh": 9.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-B18FA9C616",
"grid_service_limit_mw": 22.41,
"gross_sqft": 624407,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.53,
"nearby_nodes": 2,
"network_redundancy_score": 0.535,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 65434,
"te... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_f... | {
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"anomaly_score": 0.76,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.14
} | {
"annualized_noi_impact_usd": -186173,
"annualized_revenue_impact_usd": -298279,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -3.01,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.85
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.48
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.354,
"entitlement_friction": 0.53,
"labor_shortage": 0.788,
"portfolio_tightness": 0.496,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107581",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "8c4989d2-f5bf-479b-a506-feb1bfb04e9e"
} | {
"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",
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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": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.268,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-563AAB0229",
"grid_service_limit_mw": 23.8,
"gross_sqft": 316466,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.743,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.81,
"cross_node_rebalancing_capacity_pct": 0.059,
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"nearby_nodes": 8,
"network_redundancy_score": 0.764,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 82.6,
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"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"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": "very_high",
"fo... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.65,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -11099,
"annualized_revenue_impact_usd": -14468,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.1
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.743,
"demand_pressure": 0.481,
"entitlement_friction": 0.786,
"labor_shortage": 0.548,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107582",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:03:00Z",
"trace_id": "92375bd9-4224-44f7-baf3-e8b50acf9d28"
} | {
"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": "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": "100m_250m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.353,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 3.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-B5DE9272D4",
"grid_service_limit_mw": 8.33,
"gross_sqft": 934752,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
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"cluster_utilization_pct": 0.968,
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"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.91,
"nearby_nodes": 7,
"network_redundancy_score": 0.827,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": -44684,
"annualized_revenue_impact_usd": -63482,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 596091,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": -0.19,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.93
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.42
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.529,
"capital_availability": 0.435,
"demand_pressure": 0.476,
"entitlement_friction": 0.91,
"labor_shortage": 0.759,
"portfolio_tightness": 0.602,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-107583",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:45:00Z",
"trace_id": "8d53b5cb-f88a-46ab-98af-de4ddd179a62"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.331,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.6,
"battery_mwh": 6.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-0A20161D0B",
"grid_service_limit_mw": 23.04,
"gross_sqft": 738862,
"infill_site": true,
"lease_expiry_months": 49,
"... | {
"capital_availability": 0.227,
"cluster_utilization_pct": 0.947,
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"entitlement_friction": 0.125,
"nearby_nodes": 2,
"network_redundancy_score": 0.42,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": 27975,
"annualized_revenue_impact_usd": 38952,
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"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.21
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.882,
"capital_availability": 0.227,
"demand_pressure": 0.667,
"entitlement_friction": 0.125,
"labor_shortage": 0.827,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107584",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "736cc94e-a7b2-49b5-9f54-0e463567bd6a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.418,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 8.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-C44D36EF8F",
"grid_service_limit_mw": 13.34,
"gross_sqft": 1187722,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.708,
"nearby_nodes": 5,
"network_redundancy_score": 0.612,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 95552,
"annualized_revenue_impact_usd": 162125,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 516066,
"expansion_capture_probability_post_event": 0.558,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.05
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0.388,
"demand_pressure": 0.654,
"entitlement_friction": 0.708,
"labor_shortage": 0.68,
"portfolio_tightness": 0.615,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107585",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "9dc9dc05-8f68-4526-9ab4-12a79941a732"
} | {
"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": "power_constraint",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.112,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.285,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.77,
"battery_mwh": 11.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-6FD2080B02",
"grid_service_limit_mw": 17.35,
"gross_sqft": 744345,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.415,
"nearby_nodes": 5,
"network_redundancy_score": 0.368,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.7,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.238
} | {
"annualized_noi_impact_usd": -167828,
"annualized_revenue_impact_usd": -222307,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 603218,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -2.09,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.04
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.618,
"demand_pressure": 0.483,
"entitlement_friction": 0.415,
"labor_shortage": 0.821,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-107586",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:54:00Z",
"trace_id": "45aaa833-70ae-4bda-b3b2-b0cb6b70de2a"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.318,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.35,
"battery_mwh": 0.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-9D8F544DD4",
"grid_service_limit_mw": 8.13,
"gross_sqft": 386738,
"infill_site": true,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.428,
"nearby_nodes": 4,
"network_redundancy_score": 0.766,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1713... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -172340,
"annualized_revenue_impact_usd": -221704,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 717441,
"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.47
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.88
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.28,
"demand_pressure": 0.527,
"entitlement_friction": 0.428,
"labor_shortage": 0.933,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-107587",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:41:00Z",
"trace_id": "3bcf3d8e-2ce8-4256-b049-5210ebb9ce81"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.018,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.169,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.23,
"battery_mwh": 8.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-EF48E6A529",
"grid_service_limit_mw": 11.3,
"gross_sqft": 703858,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.922,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.348,
"nearby_nodes": 4,
"network_redundancy_score": 0.411,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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": 2.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.89,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -19422,
"annualized_revenue_impact_usd": -31552,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 478750,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": 0.46,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26
},
{
"action": "raise_priority_pr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.922,
"demand_pressure": 0.534,
"entitlement_friction": 0.348,
"labor_shortage": 0.636,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-107588",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "f8cdf58f-9f1b-498e-a2eb-c5d5481d1c5d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.192,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
"battery_mwh": 3.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-AA2229059C",
"grid_service_limit_mw": 14.1,
"gross_sqft": 384405,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.207,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.578,
"nearby_nodes": 3,
"network_redundancy_score": 0.763,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 86.6,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": 7196,
"annualized_revenue_impact_usd": 10860,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 429770,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.89
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.52,
"capital_availability": 0.207,
"demand_pressure": 0.648,
"entitlement_friction": 0.578,
"labor_shortage": 0.753,
"portfolio_tightness": 0.653,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107589",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "97f3ba93-5db8-48f4-82a9-5ec23ac2263d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.25,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 8.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-BD4663D05F",
"grid_service_limit_mw": 16.8,
"gross_sqft": 564848,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.4,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1746... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.9,
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"power_load_pct_of_service_limit": 78.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"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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"rent_growth_30d_pct": -0.52,
"rent_growth_90d_pct": -1.22,
"tenant_expansion_probability": 0.257... | {
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"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -3.14,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
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{
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"score": 43.66
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34
},
{
"action": "rebalance_carrier_mix"... | {
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"demand_pressure": 0.315,
"entitlement_friction": 0.182,
"labor_shortage": 0.777,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107590",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:44:00Z",
"trace_id": "8a401999-26a1-4231-a85b-927a21fb4610"
} | {
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"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"
},
... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.397,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.15,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-C3BBF7EA7C",
"grid_service_limit_mw": 11.85,
"gross_sqft": 442004,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
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"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.421,
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"nearby_nodes": 5,
"network_redundancy_score": 0.326,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 46... | [
{
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"dock_utilization_pct": 84.6,
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"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill... | {
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"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -0.35,
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"service_penalty_ris... | {
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{
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"score": 39.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.51
},
{
"action": "defer_noncritic... | {
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"demand_pressure": 0.564,
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"labor_shortage": 0.932,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-107591",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:48:00Z",
"trace_id": "6c3a7961-f03f-4702-8340-92c0a3042024"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.15,
"gross_sqft": 696281,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.662,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2592... | [
{
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"power_load_pct_of_service_limit": 57.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_... | {
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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": 2.05,
"rent_growth_90d_pct": 2.85,
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} | {
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"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.88
},
{
"action": "secure_pop_u... | {
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"capital_availability": 0,
"demand_pressure": 0.682,
"entitlement_friction": 0.467,
"labor_shortage": 0.646,
"portfolio_tightness": 0.538,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107592",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "3e048343-33b5-4bf2-a59f-aeec1f564f1b"
} | {
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"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",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.319,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-CBE1F127DD",
"grid_service_limit_mw": 18.34,
"gross_sqft": 817069,
"infill_site": false,
"lease_expiry_months": 54,
"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.466,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 909518,
... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.3,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.973,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.618,
"lease_rate_change_pct": 3.16,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.21
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.59
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.414,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-107593",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "c9fbea89-1c19-4422-b765-9e6e5e5f6a7f"
} | {
"airport_proximity_km": 21,
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"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.107,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-C7905AAC99",
"grid_service_limit_mw": 18.78,
"gross_sqft": 820428,
"infill_site": true,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.871,
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"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.586,
"nearby_nodes": 7,
"network_redundancy_score": 0.826,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 217... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.1,
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"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"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",
"forec... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.22
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0,
"demand_pressure": 0.598,
"entitlement_friction": 0.586,
"labor_shortage": 0.838,
"portfolio_tightness": 0.553,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107594",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:20:00Z",
"trace_id": "512ea809-9947-4574-b7b7-0ac40980a32c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 8.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-B8AC5D5A40",
"grid_service_limit_mw": 8.09,
"gross_sqft": 1265117,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.458,
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"nearby_nodes": 6,
"network_redundancy_score": 0.455,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fil... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 2.37,
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} | {
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"lease_rate_change_pct": -1.15,
"occupancy_shift": -0.007,
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{
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"score": 43.27
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.9
},
{
"action": "escalate_utility_interconnect",
... | {
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"labor_shortage": 0.98,
"portfolio_tightness": 0.592,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107595",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:00:00Z",
"trace_id": "e65ea485-5fee-489e-a3f4-84db65d2b3f6"
} | {
"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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},
{
"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": 7.9,
"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": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 61,
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"grid_service_limit_mw": 15.59,
"gross_sqft": 619474,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.377,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 63,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
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"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 5.17,
"rent_growth_90d_pct": 5.15,
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} | {
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"lease_rate_change_pct": 3.73,
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"service_penalty_risk_u... | {
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{
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"score": 60.1
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.89
},
{
"action": "shift... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.678,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-107596",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:11:00Z",
"trace_id": "b0dbd8a0-e4fc-4ffc-829e-fa0c2c8d1d57"
} | {
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"population_density": 2800,
"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",
"authority_level": "site",
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},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.82,
"service_level_target"... | {
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"building_class": "class_a",
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"facility_id": "FAC-C09C0F9F11",
"grid_service_limit_mw": 24.73,
"gross_sqft": 370836,
"infill_site": false,
"lease_expiry_months": 51,
"oc... | {
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"network_redundancy_score": 0.736,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
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} | {
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"lease_rate_change_pct": -1.58,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.11
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.53,
"portfolio_tightness": 0.48,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107597",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "617fa73a-3504-4620-b98d-5d4fb2b60962"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.24,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 11.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-8A67F50E70",
"grid_service_limit_mw": 19.38,
"gross_sqft": 931849,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.397,
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"nearby_nodes": 7,
"network_redundancy_score": 0.36,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 156... | [
{
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"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"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": -1.35,
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} | {
"annualized_noi_impact_usd": -202426,
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"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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{
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"score": 33.67
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.35
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.517,
"portfolio_tightness": 0.412,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-107598",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "d019b365-7753-478c-bb8e-5021c8c2b730"
} | {
"airport_proximity_km": 42,
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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": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 4.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-5AB94F89A6",
"grid_service_limit_mw": 16.6,
"gross_sqft": 893020,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.533,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 166887... | [
{
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"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill... | {
"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... | {
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"rent_growth_90d_pct": 2.22,
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} | {
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{
"action": "shift_overflow_to_satellite",
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"score": 32.96
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.7
},
{
"action": "rebala... | {
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"labor_shortage": 0.835,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-107599",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "3f969d1a-9d8b-4a0d-97ae-14b1e88d3dd3"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"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": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.32,
"battery_mwh": 3.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-F0DA36B019",
"grid_service_limit_mw": 27.3,
"gross_sqft": 1094396,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.555,
"nearby_nodes": 4,
"network_redundancy_score": 0.445,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.626,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.6,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 4.95,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 180185,
"annualized_revenue_impact_usd": 253886,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 281001,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.05
},
{
"action": "monitor_and_sta... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.058,
"capital_availability": 0.453,
"demand_pressure": 0.493,
"entitlement_friction": 0.555,
"labor_shortage": 0.521,
"portfolio_tightness": 0.43,
"... |
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