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": 0.845,
"id": "FORGE-104800",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:31:00Z",
"trace_id": "f2bc80f5-dee4-4f61-87bb-1ab25d921ad6"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.292,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.47,
"battery_mwh": 11.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-F398355134",
"grid_service_limit_mw": 9.5,
"gross_sqft": 1073247,
"infill_site": true,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.759,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.828,
"nearby_nodes": 5,
"network_redundancy_score": 0.451,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 87.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.1,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 102083,
"annualized_revenue_impact_usd": 146033,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 634549,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.26
},
{
"action": "offer_preemptive_expansion_ter... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.759,
"demand_pressure": 0.675,
"entitlement_friction": 0.828,
"labor_shortage": 0.777,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-104801",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:19:00Z",
"trace_id": "988cb8f1-3a12-4bde-b851-2f6cc4943c47"
} | {
"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": 6.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.001,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.35,
"battery_mwh": 11.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-309B3B1CAE",
"grid_service_limit_mw": 23.08,
"gross_sqft": 551333,
"infill_site": false,
"lease_expiry_months": 15,
"oc... | {
"capital_availability": 0.815,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.75,
"nearby_nodes": 7,
"network_redundancy_score": 0.743,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1518718,... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.3,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.617,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0.306... | {
"annualized_noi_impact_usd": 1952,
"annualized_revenue_impact_usd": 3202,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 540451,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0.017,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.03
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.93
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.297,
"capital_availability": 0.815,
"demand_pressure": 0.326,
"entitlement_friction": 0.75,
"labor_shortage": 0.544,
"portfolio_tightness": 0.484,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104802",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:41:00Z",
"trace_id": "ec5bb684-9094-4f32-8184-be620f8a8ce3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.35,
"battery_mwh": 11.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-9D41867460",
"grid_service_limit_mw": 17.33,
"gross_sqft": 852295,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.645,
"nearby_nodes": 8,
"network_redundancy_score": 0.516,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 79.2,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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": 1.87,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": -0.8,
"rent_growth_90d_pct": -2.09,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -212213,
"annualized_revenue_impact_usd": -288411,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 30,
"estimated_capex_usd": 559991,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -4.63,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.95
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.877,
"capital_availability": 0.37,
"demand_pressure": 0.309,
"entitlement_friction": 0.645,
"labor_shortage": 0.767,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104803",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "cc21a92a-42dc-44c2-986c-7c89ece34a2c"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.74,
"battery_mwh": 5.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-17C11ABA16",
"grid_service_limit_mw": 17.46,
"gross_sqft": 981202,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.365,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.102,
"nearby_nodes": 5,
"network_redundancy_score": 0.584,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.2,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.492
} | {
"annualized_noi_impact_usd": -17003,
"annualized_revenue_impact_usd": -22530,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 642545,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.07
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.577,
"capital_availability": 0.365,
"demand_pressure": 0.62,
"entitlement_friction": 0.102,
"labor_shortage": 0.804,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104804",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "e4d5057e-47b4-4c76-8b05-8a288add8d86"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.406,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.081,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.49,
"battery_mwh": 11.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-CA1134743A",
"grid_service_limit_mw": 16.79,
"gross_sqft": 460941,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.531,
"nearby_nodes": 2,
"network_redundancy_score": 0.413,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 87.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.703
} | {
"annualized_noi_impact_usd": 105727,
"annualized_revenue_impact_usd": 158563,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 522262,
"expansion_capture_probability_post_event": 0.652,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.037,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.14
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.687,
"capital_availability": 0.419,
"demand_pressure": 0.731,
"entitlement_friction": 0.531,
"labor_shortage": 0.673,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104805",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "b2f29c8c-8380-431a-845d-fd2a02acb8cb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.061,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.63,
"battery_mwh": 8.28,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-F018F4C34A",
"grid_service_limit_mw": 17.38,
"gross_sqft": 1093802,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.189,
"nearby_nodes": 8,
"network_redundancy_score": 0.742,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 1.56,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -140287,
"annualized_revenue_impact_usd": -207967,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 530135,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.05
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 23.13
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.363,
"demand_pressure": 0.419,
"entitlement_friction": 0.189,
"labor_shortage": 0.574,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-104806",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:29:00Z",
"trace_id": "42770335-3f9c-4d88-9684-f4c8b9778c96"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.427,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.206,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.31,
"battery_mwh": 1.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-6116EEEEC4",
"grid_service_limit_mw": 19.41,
"gross_sqft": 577935,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.155,
"nearby_nodes": 5,
"network_redundancy_score": 0.498,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 36... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 25132,
"annualized_revenue_impact_usd": 33549,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 729309,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.81
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.414,
"demand_pressure": 0.757,
"entitlement_friction": 0.155,
"labor_shortage": 0.756,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-104807",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:54:00Z",
"trace_id": "f035259d-097c-4958-aff4-96277ebba97d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.038,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.68,
"battery_mwh": 11.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-1974C92439",
"grid_service_limit_mw": 16.24,
"gross_sqft": 835040,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.432,
"nearby_nodes": 7,
"network_redundancy_score": 0.455,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 77.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": -1.04,
"rent_growth_90d_pct": -2.22,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -277878,
"annualized_revenue_impact_usd": -386079,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 492848,
"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -4.99,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.35
},
{
"action": "escalate_utility_interconnect",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.607,
"demand_pressure": 0.271,
"entitlement_friction": 0.432,
"labor_shortage": 0.789,
"portfolio_tightness": 0.331,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-104808",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:54:00Z",
"trace_id": "5e514450-da3d-4b4a-8634-60feea98623c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.022,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 11.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-4A2397EF6A",
"grid_service_limit_mw": 11.79,
"gross_sqft": 761409,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.501,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.2,
"nearby_nodes": 6,
"network_redundancy_score": 0.837,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 127... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 0.15,
"tenant_expansion_probability": 0.16
... | {
"annualized_noi_impact_usd": -129466,
"annualized_revenue_impact_usd": -204093,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 435416,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -2.42,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.47
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.501,
"demand_pressure": 0.574,
"entitlement_friction": 0.2,
"labor_shortage": 0.598,
"portfolio_tightness": 0.419,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-104809",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "bc77d0f8-ccfd-4d6c-92eb-cdd51002edd6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.381,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.268,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.48,
"battery_mwh": 2.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-E4A1790F19",
"grid_service_limit_mw": 22.5,
"gross_sqft": 1212844,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.233,
"nearby_nodes": 8,
"network_redundancy_score": 0.811,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 157933... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 4.56,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 185751,
"annualized_revenue_impact_usd": 246499,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 3.7,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.39
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.468,
"demand_pressure": 0.835,
"entitlement_friction": 0.233,
"labor_shortage": 0.636,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-104810",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:33:00Z",
"trace_id": "53679cd7-d587-4e2d-afa6-283fc7dca091"
} | {
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.37,
"battery_mwh": 7.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-BE325C1BDD",
"grid_service_limit_mw": 21.3,
"gross_sqft": 921624,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.113,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.19,
"nearby_nodes": 8,
"network_redundancy_score": 0.457,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": 0.65,
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"service_penalty_risk... | {
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{
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"score": 34.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.47
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"labor_shortage": 0.928,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104811",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:18:00Z",
"trace_id": "128e0b0e-eb30-4d6b-94ad-c6dcb9b20bc0"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-7BFFBD3A96",
"grid_service_limit_mw": 7.68,
"gross_sqft": 654364,
"infill_site": false,
"lease_expiry_months": 24,
"... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.804,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 56... | [
{
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"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 4.53,
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} | {
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"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": 0.1,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.91
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.77
},
{
"action": "ac... | {
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"demand_pressure": 0.495,
"entitlement_friction": 0.935,
"labor_shortage": 0.851,
"portfolio_tightness": 0.638,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104812",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:23:00Z",
"trace_id": "3d97eace-59ca-4127-be12-94e11bd5578e"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"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": 7.7,
"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": 0.19,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-8CB5BD0BD1",
"grid_service_limit_mw": 17.64,
"gross_sqft": 429650,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.049,
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"nearby_nodes": 4,
"network_redundancy_score": 0.675,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 752066... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": -0.93,
"rent_growth_90d_pct": -1.15,
"tenant_expansion_probability": 0.084
} | {
"annualized_noi_impact_usd": -77487,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.9,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.54
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.49
},
{
"action": "shift_overflow_t... | {
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"capital_availability": 0.049,
"demand_pressure": 0.281,
"entitlement_friction": 0.384,
"labor_shortage": 0.566,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-104813",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "2dc40a1d-0c96-4059-a3a9-d71622bbcdc9"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 1.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-73821E8926",
"grid_service_limit_mw": 19.73,
"gross_sqft": 1233210,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.234,
"nearby_nodes": 2,
"network_redundancy_score": 0.39,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 186882,... | [
{
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"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.2,
"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",
"fo... | {
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"market_entry_score": 87.2,
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"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 5.05,
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} | {
"annualized_noi_impact_usd": 144345,
"annualized_revenue_impact_usd": 202185,
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"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 2.69,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.58
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.17
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.559,
"entitlement_friction": 0.234,
"labor_shortage": 0.62,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104814",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "37c0488d-2ba9-43b2-88e4-1b10fa79eadf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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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": 0.209,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.78,
"battery_mwh": 11.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-9557ABFD9B",
"grid_service_limit_mw": 8.81,
"gross_sqft": 1317205,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.019,
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"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.725,
"nearby_nodes": 4,
"network_redundancy_score": 0.507,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -146110,
"annualized_revenue_impact_usd": -242941,
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"decision_horizon_days": 30,
"estimated_capex_usd": 560994,
"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": -1.2,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.22
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.13
},
{
"action": "offer_preemptive_expansion_term_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.857,
"capital_availability": 0.019,
"demand_pressure": 0.379,
"entitlement_friction": 0.725,
"labor_shortage": 0.784,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104815",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:35:00Z",
"trace_id": "075b3e60-754b-4a90-89e7-8096b32e3343"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.319,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.117,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 5.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-D5B71C7D21",
"grid_service_limit_mw": 18.23,
"gross_sqft": 492699,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.419,
"nearby_nodes": 8,
"network_redundancy_score": 0.737,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 85.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.7,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 52372,
"annualized_revenue_impact_usd": 67961,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 597231,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.032,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 60.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.68
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.364,
"demand_pressure": 0.642,
"entitlement_friction": 0.419,
"labor_shortage": 0.99,
"portfolio_tightness": 0.433,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-104816",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:48:00Z",
"trace_id": "06fedee7-64f0-4045-be64-4ab6df2ce84b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"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": 0.334,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.158,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.18,
"battery_mwh": 6.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-D359B51D6B",
"grid_service_limit_mw": 14.49,
"gross_sqft": 525356,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.715,
"nearby_nodes": 2,
"network_redundancy_score": 0.338,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 23... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 104692,
"annualized_revenue_impact_usd": 143942,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 330028,
"expansion_capture_probability_post_event": 0.645,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.034,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.36
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.208,
"capital_availability": 0.626,
"demand_pressure": 0.636,
"entitlement_friction": 0.715,
"labor_shortage": 0.596,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104817",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:49:00Z",
"trace_id": "4e6c1274-1b43-4477-9875-f809002f4935"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.035,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.032,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.29,
"battery_mwh": 5.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-A1BED396DC",
"grid_service_limit_mw": 10.97,
"gross_sqft": 767604,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.768,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.334,
"nearby_nodes": 3,
"network_redundancy_score": 0.453,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -100531,
"annualized_revenue_impact_usd": -155344,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 563454,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -2.61,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.67
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.768,
"demand_pressure": 0.308,
"entitlement_friction": 0.334,
"labor_shortage": 1,
"portfolio_tightness": 0.564,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104818",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:36:00Z",
"trace_id": "1e626d06-bfa1-4e81-a8aa-58191ba66076"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.72,
"battery_mwh": 0.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-9C04132A63",
"grid_service_limit_mw": 9.59,
"gross_sqft": 1077394,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.524,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.644,
"nearby_nodes": 6,
"network_redundancy_score": 0.764,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 78.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": -0.35,
"tenant_expansion_probability": 0.158
} | {
"annualized_noi_impact_usd": -532614,
"annualized_revenue_impact_usd": -800146,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 646240,
"expansion_capture_probability_post_event": 0.041,
"lease_rate_change_pct": -3.84,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.73
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.524,
"demand_pressure": 0.234,
"entitlement_friction": 0.644,
"labor_shortage": 0.733,
"portfolio_tightness": 0.662,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.899,
"id": "FORGE-104819",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "46cf59bc-85c2-421e-b637-87315ba2a156"
} | {
"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": 9.8,
"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": 0.343,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.343,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.32,
"battery_mwh": 3.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-258148EF55",
"grid_service_limit_mw": 11.03,
"gross_sqft": 382604,
"infill_site": true,
"lease_expiry_months": 28,
"occup... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.398,
"nearby_nodes": 2,
"network_redundancy_score": 0.55,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 370... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 60.1,
"dock_utilization_pct": 91.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.904,
"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": 2.69,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.03,
"rent_growth_90d_pct": 7.44,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 68178,
"annualized_revenue_impact_usd": 102961,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 626589,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 4.09,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.34
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.63
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.513,
"demand_pressure": 0.912,
"entitlement_friction": 0.398,
"labor_shortage": 1,
"portfolio_tightness": 0.689,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-104820",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:22:00Z",
"trace_id": "f2a3b153-3d9f-4738-af67-efc4a37a1e5f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.297,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.48,
"battery_mwh": 7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-769CECCD46",
"grid_service_limit_mw": 16.56,
"gross_sqft": 833769,
"infill_site": false,
"lease_expiry_months": 33,
"o... | {
"capital_availability": 0.69,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.512,
"nearby_nodes": 8,
"network_redundancy_score": 0.669,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.7,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": 22883,
"annualized_revenue_impact_usd": 34838,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 542034,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.08
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.69,
"demand_pressure": 0.695,
"entitlement_friction": 0.512,
"labor_shortage": 0.704,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104821",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:45:00Z",
"trace_id": "ed70a51e-c2f7-4ca1-a82b-de9181196ed3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": -0.011,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.8,
"battery_mwh": 3.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-2BA19D3172",
"grid_service_limit_mw": 15.13,
"gross_sqft": 1168941,
"infill_site": true,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.313,
"nearby_nodes": 3,
"network_redundancy_score": 0.687,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 311084,
... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": -0.97,
"tenant_expansion_probability": 0.1
} | {
"annualized_noi_impact_usd": -237817,
"annualized_revenue_impact_usd": -321788,
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"decision_horizon_days": 30,
"estimated_capex_usd": 507758,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.8,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.18
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.11
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.45,
"demand_pressure": 0.492,
"entitlement_friction": 0.313,
"labor_shortage": 0.618,
"portfolio_tightness": 0.4,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104822",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "df590999-a342-42ed-a1c3-b5cacbfad866"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.384,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.5,
"battery_mwh": 1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-E1DC25FA95",
"grid_service_limit_mw": 12.38,
"gross_sqft": 433333,
"infill_site": true,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.784,
"nearby_nodes": 5,
"network_redundancy_score": 0.363,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 3.74,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -33979,
"annualized_revenue_impact_usd": -48429,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 606958,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": 0.42,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.06
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.69
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.702,
"capital_availability": 0.504,
"demand_pressure": 0.525,
"entitlement_friction": 0.784,
"labor_shortage": 0.716,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-104823",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:14:00Z",
"trace_id": "c9b2104b-2f07-496d-9fe9-ad759cb46678"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.319,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.247,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.43,
"battery_mwh": 6.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-C714B9752F",
"grid_service_limit_mw": 15.96,
"gross_sqft": 769866,
"infill_site": true,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.316,
"nearby_nodes": 8,
"network_redundancy_score": 0.471,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 15247,... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 26244,
"annualized_revenue_impact_usd": 42202,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 432363,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.8
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.63
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.398,
"demand_pressure": 0.717,
"entitlement_friction": 0.316,
"labor_shortage": 0.552,
"portfolio_tightness": 0.402,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-104824",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:37:00Z",
"trace_id": "3660d9fe-9f3b-46be-b284-14b50dbd4191"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.363,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 8.09,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-43DA203EF5",
"grid_service_limit_mw": 18.11,
"gross_sqft": 972765,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.533,
"nearby_nodes": 6,
"network_redundancy_score": 0.829,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 87.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.695
} | {
"annualized_noi_impact_usd": 160818,
"annualized_revenue_impact_usd": 267733,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 493172,
"expansion_capture_probability_post_event": 0.645,
"lease_rate_change_pct": 3.43,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.33
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.65
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.118,
"capital_availability": 0.572,
"demand_pressure": 0.725,
"entitlement_friction": 0.533,
"labor_shortage": 0.726,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104825",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:40:00Z",
"trace_id": "ea0ed485-de12-4712-a4da-d5cddd8a30ae"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.243,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.168,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.8,
"battery_mwh": 10.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-2AF267BBAD",
"grid_service_limit_mw": 10.1,
"gross_sqft": 875591,
"infill_site": true,
"lease_expiry_months": 34,
"o... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.461,
"nearby_nodes": 4,
"network_redundancy_score": 0.338,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 57... | [
{
"appointment_fill_pct": 77,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.397
} | {
"annualized_noi_impact_usd": -162162,
"annualized_revenue_impact_usd": -221529,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 696445,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.33
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.224,
"demand_pressure": 0.456,
"entitlement_friction": 0.461,
"labor_shortage": 0.719,
"portfolio_tightness": 0.65,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-104826",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "6de503c9-24bb-4333-a7c7-91a399ebdb84"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.204,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.55,
"battery_mwh": 0.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-BF7F1756AF",
"grid_service_limit_mw": 18.84,
"gross_sqft": 678934,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
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"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.15,
"nearby_nodes": 6,
"network_redundancy_score": 0.586,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": -33713,
"annualized_revenue_impact_usd": -53146,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 572232,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": 0.8,
"occupancy_shift": -0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.8
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.47
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.526,
"entitlement_friction": 0.15,
"labor_shortage": 0.898,
"portfolio_tightness": 0.546,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-104827",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "e9e416e5-b038-4eae-b090-dc03f4594238"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.21,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.53,
"battery_mwh": 2.09,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-4009404363",
"grid_service_limit_mw": 9,
"gross_sqft": 1026217,
"infill_site": false,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.323,
"nearby_nodes": 8,
"network_redundancy_score": 0.479,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 74... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 4.71,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -111156,
"annualized_revenue_impact_usd": -148787,
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"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 1.61,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.39
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.17
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.602,
"capital_availability": 0.638,
"demand_pressure": 0.526,
"entitlement_friction": 0.323,
"labor_shortage": 0.742,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-104828",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:53:00Z",
"trace_id": "437289e7-2e05-425b-9fe7-deeb153ec9e3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.206,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.262,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.66,
"battery_mwh": 9.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-7944EF1D42",
"grid_service_limit_mw": 14.99,
"gross_sqft": 540167,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.807,
"nearby_nodes": 5,
"network_redundancy_score": 0.763,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"foreca... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -12602,
"annualized_revenue_impact_usd": -17784,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 622363,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.8
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.458,
"demand_pressure": 0.517,
"entitlement_friction": 0.807,
"labor_shortage": 1,
"portfolio_tightness": 0.697,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104829",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:09:00Z",
"trace_id": "e1ab69e1-462b-494e-bf95-6e48505fa774"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.4,
"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": 0.443,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.333,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.71,
"battery_mwh": 10.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-F811498BA3",
"grid_service_limit_mw": 10.27,
"gross_sqft": 386238,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.379,
"nearby_nodes": 6,
"network_redundancy_score": 0.823,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 87.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": 2... | {
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{
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"score": 44.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.3
},
{
"action": "activate_temp_la... | {
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"entitlement_friction": 0.379,
"labor_shortage": 0.937,
"portfolio_tightness": 0.638,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104830",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "f1ccff22-1e06-46ce-afd8-2220aec7b68e"
} | {
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"highway_access_score": 0.91,
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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",
"authority_level": "site",
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},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.397,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-2B1AD5F120",
"grid_service_limit_mw": 16.04,
"gross_sqft": 1395554,
"infill_site": false,
"lease_expiry_months": 64... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.315,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 3.42,
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} | {
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"lease_rate_change_pct": 1.42,
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"service_penalty_risk_us... | {
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.48
},
{
"action": "rebal... | {
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"labor_shortage": 0.69,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-104831",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:35:00Z",
"trace_id": "e063c7dd-93dd-49e9-9dcc-3927c9feb4dc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.309,
"seasonality": 0.74,
"service_leve... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 94,
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"grid_service_limit_mw": 18.16,
"gross_sqft": 943907,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.399,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 92.4,
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"power_load_pct_of_service_limit": 33.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"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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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.98,
"rent_growth_90d_pct": 5.13,
"tenant_expansion_probability": 0.715... | {
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"lease_rate_change_pct": 3.77,
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"service_penalty_risk_u... | {
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"reason": "monetize_tightness,margin_recovery",
"score": 32.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.8
},
{
"action": "... | {
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"entitlement_friction": 0.612,
"labor_shortage": 0.755,
"portfolio_tightness": 0.473,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-104832",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "c89a0feb-9448-40d3-8c64-eb08ea4e7251"
} | {
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"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-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": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.322,
"seasonality": 0.74,
"service_level_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-FEA580CCB7",
"grid_service_limit_mw": 21.7,
"gross_sqft": 1313851,
"infill_site": true,
"lease_expiry_months": 39,
... | {
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"network_redundancy_score": 0.333,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1377645,... | [
{
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"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fi... | {
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"confidence_band": "moderate",
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"rent_growth_90d_pct": -0.17,
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} | {
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"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -1.93,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.41
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.9
},
{
"action": "lock_power_capacity_reservation",... | {
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"entitlement_friction": 0.29,
"labor_shortage": 0.701,
"portfolio_tightness": 0.507,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-104833",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:37:00Z",
"trace_id": "c75232c8-0342-4563-b2d8-a10e08f30c25"
} | {
"airport_proximity_km": 71,
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"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.031,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 8.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-EA12C28EEF",
"grid_service_limit_mw": 10.91,
"gross_sqft": 706540,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.403,
"nearby_nodes": 4,
"network_redundancy_score": 0.684,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.51,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.26
},
{
"action": "activate_temp_l... | {
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"capital_availability": 0.596,
"demand_pressure": 0.617,
"entitlement_friction": 0.403,
"labor_shortage": 0.952,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104834",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:42:00Z",
"trace_id": "7569b041-85e7-4867-af17-0eb529667af3"
} | {
"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",
"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": false,
"growth_rate": 0.116,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.348,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.65,
"battery_mwh": 9.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-978AF42C6A",
"grid_service_limit_mw": 17.12,
"gross_sqft": 1012314,
"infill_site": false,
"lease_expiry_months": 51,
"o... | {
"capital_availability": 0.495,
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"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.644,
"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1387559... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -56353,
"annualized_revenue_impact_usd": -82238,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 421884,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -0.81,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.84
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.17
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.692,
"capital_availability": 0.495,
"demand_pressure": 0.65,
"entitlement_friction": 0.644,
"labor_shortage": 0.773,
"portfolio_tightness": 0.448,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-104835",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:05:00Z",
"trace_id": "8496ba9b-d699-45e1-97ed-0fcfa56ce82f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.404,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.37,
"battery_mwh": 9.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-E45F2009E4",
"grid_service_limit_mw": 14.05,
"gross_sqft": 1043211,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.363,
"nearby_nodes": 5,
"network_redundancy_score": 0.445,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 137974,
... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.594
} | {
"annualized_noi_impact_usd": 53525,
"annualized_revenue_impact_usd": 89218,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 541172,
"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.42
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.615,
"capital_availability": 0.634,
"demand_pressure": 0.736,
"entitlement_friction": 0.363,
"labor_shortage": 0.714,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-104836",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:13:00Z",
"trace_id": "6ba610e1-c368-478c-9969-34c1f33334e4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.046,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.45,
"battery_mwh": 7.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-B26CB2B518",
"grid_service_limit_mw": 13.63,
"gross_sqft": 1212460,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.319,
"nearby_nodes": 8,
"network_redundancy_score": 0.571,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 78.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -216100,
"annualized_revenue_impact_usd": -353743,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 607709,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -2.45,
"occupancy_shift": -0.024,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.65
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.52
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.236,
"capital_availability": 0.239,
"demand_pressure": 0.264,
"entitlement_friction": 0.319,
"labor_shortage": 0.791,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-104837",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "f3d6d991-6a69-44a5-9e02-63c86049d685"
} | {
"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,
"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": -0.025,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.393,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.24,
"battery_mwh": 8.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-104181515B",
"grid_service_limit_mw": 11.36,
"gross_sqft": 948366,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.132,
"nearby_nodes": 8,
"network_redundancy_score": 0.724,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 23.1,
"dock_utilization_pct": 78.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -128246,
"annualized_revenue_impact_usd": -178053,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 636446,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": 0.26,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.81
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.98
},
{
"action": "hold_service_lev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.576,
"demand_pressure": 0.261,
"entitlement_friction": 0.132,
"labor_shortage": 0.44,
"portfolio_tightness": 0.428,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104838",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "7a59d139-7d46-45f0-a09b-236115564b10"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.159,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.75,
"battery_mwh": 5.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-FDB3A392E4",
"grid_service_limit_mw": 13.62,
"gross_sqft": 394742,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.168,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.734,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.159,
"nearby_nodes": 2,
"network_redundancy_score": 0.339,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 78.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": -0.55,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability": 0.308
... | {
"annualized_noi_impact_usd": -36851,
"annualized_revenue_impact_usd": -57017,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 540495,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.91,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.05
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.293,
"capital_availability": 0.168,
"demand_pressure": 0.3,
"entitlement_friction": 0.159,
"labor_shortage": 0.571,
"portfolio_tightness": 0.319,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-104839",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:54:00Z",
"trace_id": "9b67a81e-4eed-4924-afc5-fad20d1737b4"
} | {
"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,
"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": 0.138,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.356,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.74,
"battery_mwh": 0.34,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-C1E2FF5303",
"grid_service_limit_mw": 15.26,
"gross_sqft": 530261,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.14,
"nearby_nodes": 4,
"network_redundancy_score": 0.692,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"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": 2.31,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -52944,
"annualized_revenue_impact_usd": -73753,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 399112,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": 1.25,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.9
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.531,
"demand_pressure": 0.455,
"entitlement_friction": 0.14,
"labor_shortage": 0.754,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-104840",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:56:00Z",
"trace_id": "389ba6f1-c435-497e-bcfc-cff466c4506a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.428,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.247,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.38,
"battery_mwh": 6.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-FB39B5BCF4",
"grid_service_limit_mw": 17.16,
"gross_sqft": 690376,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
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"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.253,
"nearby_nodes": 5,
"network_redundancy_score": 0.567,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
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"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": -0.33,
"tenant_expansion_probability": 0.631... | {
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"annualized_revenue_impact_usd": 77942,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.556,
"lease_rate_change_pct": 0.46,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.88
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.284,
"demand_pressure": 0.693,
"entitlement_friction": 0.253,
"labor_shortage": 0.67,
"portfolio_tightness": 0.301,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-104841",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:23:00Z",
"trace_id": "cded0111-8e22-494f-afda-0ab2bc048da9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "100m_250m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 11.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-16186E1B95",
"grid_service_limit_mw": 17.76,
"gross_sqft": 1423252,
"infill_site": true,
"lease_expiry_months": 60,... | {
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"entitlement_friction": 0.626,
"nearby_nodes": 3,
"network_redundancy_score": 0.425,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 852400... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_ra... | {
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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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 5.73,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.027,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 29.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.21
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.72,
"entitlement_friction": 0.626,
"labor_shortage": 0.534,
"portfolio_tightness": 0.497,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-104842",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:40:00Z",
"trace_id": "e0b12f2a-9ea6-48b7-981c-1a9655a466ca"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 0.94,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-6DB02BA3BA",
"grid_service_limit_mw": 17.84,
"gross_sqft": 601670,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.584,
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"entitlement_friction": 0.158,
"nearby_nodes": 5,
"network_redundancy_score": 0.578,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 96.2,
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"dock_utilization_pct": 88.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 65226,
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"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.03
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.22
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.889,
"capital_availability": 0.584,
"demand_pressure": 0.828,
"entitlement_friction": 0.158,
"labor_shortage": 0.605,
"portfolio_tightness": 0.334,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104843",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:58:00Z",
"trace_id": "a2e6910e-471d-4f49-8866-726f41926a74"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.178,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.201,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 2.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-8ED4900579",
"grid_service_limit_mw": 27.02,
"gross_sqft": 1174139,
"infill_site": false,
"lease_expiry_months": 43,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.377,
"nearby_nodes": 7,
"network_redundancy_score": 0.553,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.9,
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"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
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"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": -67972,
"annualized_revenue_impact_usd": -89149,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -0.47,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.25
},
{
"action": "escalate_utili... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.788,
"capital_availability": 0.491,
"demand_pressure": 0.564,
"entitlement_friction": 0.377,
"labor_shortage": 0.573,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-104844",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "4f12a07d-6407-410c-a168-464bfd992b3f"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.179,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.5,
"battery_mwh": 2.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-67E168F488",
"grid_service_limit_mw": 18.01,
"gross_sqft": 485026,
"infill_site": false,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.151,
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"entitlement_friction": 0.466,
"nearby_nodes": 3,
"network_redundancy_score": 0.873,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -42252,
"annualized_revenue_impact_usd": -63143,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 703775,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.29
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.151,
"demand_pressure": 0.54,
"entitlement_friction": 0.466,
"labor_shortage": 0.824,
"portfolio_tightness": 0.539,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104845",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:11:00Z",
"trace_id": "6542db39-c73d-4ebe-ba9f-989ad5cf2849"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.248,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.67,
"battery_mwh": 0.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-256991A294",
"grid_service_limit_mw": 25.2,
"gross_sqft": 960213,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.706,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.554,
"nearby_nodes": 6,
"network_redundancy_score": 0.638,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.6,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -43849,
"annualized_revenue_impact_usd": -75085,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 757271,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.28
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.18
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.716,
"capital_availability": 0.706,
"demand_pressure": 0.406,
"entitlement_friction": 0.554,
"labor_shortage": 0.591,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-104846",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:02:00Z",
"trace_id": "e0f2aea0-7141-4c87-a084-efb8f6a968e1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.067,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.75,
"battery_mwh": 1.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-65ACA710CA",
"grid_service_limit_mw": 12.09,
"gross_sqft": 869064,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.624,
"nearby_nodes": 3,
"network_redundancy_score": 0.48,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 171... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -71960,
"annualized_revenue_impact_usd": -107713,
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"decision_horizon_days": 60,
"estimated_capex_usd": 452626,
"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -0.64,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.12
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.566,
"demand_pressure": 0.405,
"entitlement_friction": 0.624,
"labor_shortage": 0.75,
"portfolio_tightness": 0.641,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104847",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:21:00Z",
"trace_id": "8b53f630-891b-47b8-9c64-b956c41b802c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.341,
"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,
"service_l... | {
"automation_penetration": 0.33,
"battery_mwh": 10.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-9EF7C4D078",
"grid_service_limit_mw": 16.43,
"gross_sqft": 836676,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.333,
"nearby_nodes": 6,
"network_redundancy_score": 0.359,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17078... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 27675,
"annualized_revenue_impact_usd": 36009,
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"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.84
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0,
"demand_pressure": 0.615,
"entitlement_friction": 0.333,
"labor_shortage": 0.538,
"portfolio_tightness": 0.426,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-104848",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:17:00Z",
"trace_id": "4f04590b-5a2b-4b90-b96e-d626dd9bf98a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.06,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.5,
"battery_mwh": 0.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-E16360A9F2",
"grid_service_limit_mw": 14.88,
"gross_sqft": 612487,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.263,
"nearby_nodes": 8,
"network_redundancy_score": 0.554,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 171193... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"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": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 28030,
"annualized_revenue_impact_usd": 40058,
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"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.48
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.413,
"demand_pressure": 0.772,
"entitlement_friction": 0.263,
"labor_shortage": 0.848,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-104849",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:52:00Z",
"trace_id": "379dfafe-21ac-4ee8-aea4-a6c3425fff40"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.28,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.74,
"battery_mwh": 11.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-99DABA456B",
"grid_service_limit_mw": 20.94,
"gross_sqft": 1119013,
"infill_site": false,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.435,
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"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.597,
"nearby_nodes": 2,
"network_redundancy_score": 0.815,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 73.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.3,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.562
} | {
"annualized_noi_impact_usd": 150573,
"annualized_revenue_impact_usd": 200356,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 488484,
"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.52
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.8
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.391,
"capital_availability": 0.435,
"demand_pressure": 0.463,
"entitlement_friction": 0.597,
"labor_shortage": 0.455,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104850",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "98b922a0-3372-4e43-b8e7-2b79f3d9466d"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.403,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.277,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.19,
"battery_mwh": 4.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-06E72E7D14",
"grid_service_limit_mw": 18.27,
"gross_sqft": 748835,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.604,
"nearby_nodes": 4,
"network_redundancy_score": 0.434,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 87.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 23765,
"annualized_revenue_impact_usd": 37765,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 755423,
"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 51.56
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.43
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.488,
"demand_pressure": 0.729,
"entitlement_friction": 0.604,
"labor_shortage": 0.84,
"portfolio_tightness": 0.54,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-104851",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:25:00Z",
"trace_id": "ce2c851b-184b-49ed-abcf-123e83089bf0"
} | {
"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": 7.8,
"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": 0.092,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.43,
"battery_mwh": 10.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-E04002A202",
"grid_service_limit_mw": 19.57,
"gross_sqft": 1115759,
"infill_site": true,
"lease_expiry_months": 41,
"o... | {
"capital_availability": 0.823,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.309,
"nearby_nodes": 6,
"network_redundancy_score": 0.368,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -108320,
"annualized_revenue_impact_usd": -140663,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 369512,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.7
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.823,
"demand_pressure": 0.6,
"entitlement_friction": 0.309,
"labor_shortage": 0.616,
"portfolio_tightness": 0.362,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104852",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "ab07032d-5f1d-4fd2-84f5-d2afe6a7e719"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.069,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.52,
"battery_mwh": 3.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-62A0E9A847",
"grid_service_limit_mw": 16.95,
"gross_sqft": 523909,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.156,
"nearby_nodes": 5,
"network_redundancy_score": 0.649,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 77.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.8,
"rent_growth_90d_pct": -1.52,
"tenant_expansion_probability": 0.2
} | {
"annualized_noi_impact_usd": -158223,
"annualized_revenue_impact_usd": -219917,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 616306,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -3.75,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.73
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.48,
"demand_pressure": 0.247,
"entitlement_friction": 0.156,
"labor_shortage": 0.836,
"portfolio_tightness": 0.353,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104853",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:17:00Z",
"trace_id": "98139579-7720-4e4a-93e8-ffc8d420b60f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.065,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 7.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-96F8AAC238",
"grid_service_limit_mw": 8.63,
"gross_sqft": 1264442,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.207,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.85,
"nearby_nodes": 3,
"network_redundancy_score": 0.63,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1209... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -495586,
"annualized_revenue_impact_usd": -798765,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 655647,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -2.35,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.57
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.94
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.207,
"demand_pressure": 0.283,
"entitlement_friction": 0.85,
"labor_shortage": 1,
"portfolio_tightness": 0.702,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-104854",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:23:00Z",
"trace_id": "0a19e65c-1080-4f35-a8a3-9398456b06e3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.286,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.25,
"battery_mwh": 1.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-195900A160",
"grid_service_limit_mw": 13.53,
"gross_sqft": 436696,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.561,
"nearby_nodes": 3,
"network_redundancy_score": 0.711,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 87.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 4.24,
"rent_growth_90d_pct": 5.2,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 97081,
"annualized_revenue_impact_usd": 136558,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 433275,
"expansion_capture_probability_post_event": 0.602,
"lease_rate_change_pct": 3.54,
"occupancy_shift": 0.035,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.85
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.613,
"demand_pressure": 0.722,
"entitlement_friction": 0.561,
"labor_shortage": 0.581,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-104855",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:27:00Z",
"trace_id": "b965ae00-6dfb-4e8c-8c2c-5e4689edc8de"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.034,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.254,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.46,
"battery_mwh": 4.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-D00FB5E41E",
"grid_service_limit_mw": 24.38,
"gross_sqft": 1307327,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.623,
"nearby_nodes": 5,
"network_redundancy_score": 0.878,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": -0.23,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -198359,
"annualized_revenue_impact_usd": -264334,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 466830,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -3.25,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.09
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.548,
"capital_availability": 0.677,
"demand_pressure": 0.647,
"entitlement_friction": 0.623,
"labor_shortage": 0.831,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104856",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "9b12d484-68bb-4da7-97f1-369f65ee4e3c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.099,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.67,
"battery_mwh": 4.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-B19BF9251D",
"grid_service_limit_mw": 11.22,
"gross_sqft": 1283512,
"infill_site": true,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.747,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.672,
"nearby_nodes": 2,
"network_redundancy_score": 0.418,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -137701,
"annualized_revenue_impact_usd": -205762,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 420336,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -1.79,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.18
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.252,
"capital_availability": 0.747,
"demand_pressure": 0.37,
"entitlement_friction": 0.672,
"labor_shortage": 0.665,
"portfolio_tightness": 0.379,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-104857",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "d71c94cb-cc7b-4ab8-82d5-f0f5fb0bf234"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.217,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.71,
"battery_mwh": 0.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-381B89E7BC",
"grid_service_limit_mw": 8.18,
"gross_sqft": 1181336,
"infill_site": false,
"lease_expiry_months": 20,
"oc... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.341,
"nearby_nodes": 5,
"network_redundancy_score": 0.547,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.5,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 4.44,
"rent_growth_90d_pct": 5.44,
"tenant_expansion_probability": 0.756
} | {
"annualized_noi_impact_usd": 599255,
"annualized_revenue_impact_usd": 1024001,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.68,
"lease_rate_change_pct": 4.72,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 46.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.24
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.313,
"capital_availability": 0.338,
"demand_pressure": 0.878,
"entitlement_friction": 0.341,
"labor_shortage": 0.87,
"portfolio_tightness": 0.612,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-104858",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:29:00Z",
"trace_id": "61779868-6bd7-4e04-bade-63c578dcca8a"
} | {
"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,
"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": 0.236,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.12,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.63,
"battery_mwh": 10.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-44EC61E6BB",
"grid_service_limit_mw": 15.12,
"gross_sqft": 1256811,
"infill_site": true,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.422,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.235,
"nearby_nodes": 5,
"network_redundancy_score": 0.551,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 3.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 5.61,
"rent_growth_90d_pct": 7.8,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 566280,
"annualized_revenue_impact_usd": 759631,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 553785,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 4.53,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.36
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.83
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.08,
"capital_availability": 0.422,
"demand_pressure": 0.719,
"entitlement_friction": 0.235,
"labor_shortage": 0.88,
"portfolio_tightness": 0.614,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-104859",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "aafa98fb-d18d-497c-8d84-484725d516a4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": -0.005,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 12.37,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-9E81A2931E",
"grid_service_limit_mw": 18.75,
"gross_sqft": 1026646,
"infill_site": false,
"lease_expiry_months": 53... | {
"capital_availability": 0.759,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.417,
"nearby_nodes": 2,
"network_redundancy_score": 0.873,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 81.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability": 0.253
} | {
"annualized_noi_impact_usd": -39984,
"annualized_revenue_impact_usd": -53421,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 475036,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.53
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.01
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.359,
"capital_availability": 0.759,
"demand_pressure": 0.43,
"entitlement_friction": 0.417,
"labor_shortage": 0.532,
"portfolio_tightness": 0.48,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-104860",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:39:00Z",
"trace_id": "3126461c-2d04-4ca6-92c0-134512eff0eb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.079,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.353,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 12.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-8246D79F33",
"grid_service_limit_mw": 6.52,
"gross_sqft": 896709,
"infill_site": false,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.664,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.783,
"nearby_nodes": 4,
"network_redundancy_score": 0.808,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 52... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -171356,
"annualized_revenue_impact_usd": -249075,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 834146,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -1.37,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.16
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.09
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.664,
"demand_pressure": 0.383,
"entitlement_friction": 0.783,
"labor_shortage": 0.88,
"portfolio_tightness": 0.695,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104861",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "e16fc6f7-3767-4584-93ac-199ecb7605e6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.032,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 6.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-6DAE7136DF",
"grid_service_limit_mw": 15.3,
"gross_sqft": 910082,
"infill_site": false,
"lease_expiry_months": 13,
"occup... | {
"capital_availability": 0.07,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.423,
"nearby_nodes": 3,
"network_redundancy_score": 0.574,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.7,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -103131,
"annualized_revenue_impact_usd": -153743,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 452156,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.47
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.07,
"demand_pressure": 0.47,
"entitlement_friction": 0.423,
"labor_shortage": 0.606,
"portfolio_tightness": 0.532,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-104862",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:24:00Z",
"trace_id": "dc2c824c-7574-4f24-8451-b30fe41d924a"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.012,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 12.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-0FE6E5B5FB",
"grid_service_limit_mw": 12.03,
"gross_sqft": 1294410,
"infill_site": true,
"lease_expiry_months": 39,... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.738,
"nearby_nodes": 8,
"network_redundancy_score": 0.817,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 79.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.77,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.275... | {
"annualized_noi_impact_usd": -213903,
"annualized_revenue_impact_usd": -281207,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 633326,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -1.12,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.04
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.34,
"capital_availability": 0.441,
"demand_pressure": 0.284,
"entitlement_friction": 0.738,
"labor_shortage": 1,
"portfolio_tightness": 0.559,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-104863",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:56:00Z",
"trace_id": "e2a6c4c1-5365-4028-9f8e-375e13d786ae"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.148,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.19,
"battery_mwh": 0.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-17D3AB4076",
"grid_service_limit_mw": 21.15,
"gross_sqft": 1171459,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.099,
"nearby_nodes": 4,
"network_redundancy_score": 0.785,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.3,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": 172108,
"annualized_revenue_impact_usd": 228943,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 482177,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.31
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.7
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.381,
"demand_pressure": 0.52,
"entitlement_friction": 0.099,
"labor_shortage": 0.614,
"portfolio_tightness": 0.537,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-104864",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "1550a2e8-48b3-4f42-bcf4-e937e917580d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.166,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.22,
"battery_mwh": 9.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-2393837A5E",
"grid_service_limit_mw": 11.34,
"gross_sqft": 502472,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.252,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.677,
"nearby_nodes": 7,
"network_redundancy_score": 0.74,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 132... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_ra... | {
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"anomaly_score": 0.68,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.9,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.517
} | {
"annualized_noi_impact_usd": 145683,
"annualized_revenue_impact_usd": 211793,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 420253,
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"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.028,
"service_penalty_risk_usd"... | {
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{
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"score": 30.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.05
},
{
"action": "activate_temp_... | {
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"capital_availability": 0.252,
"demand_pressure": 0.502,
"entitlement_friction": 0.677,
"labor_shortage": 0.814,
"portfolio_tightness": 0.635,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-104865",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:36:00Z",
"trace_id": "4e52f4b6-bc2c-4723-94aa-8ede640e7b71"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 9.8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-BBD5BBDA93",
"grid_service_limit_mw": 18.83,
"gross_sqft": 454081,
"infill_site": false,
"lease_expiry_months": 8,
"o... | {
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"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.072,
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"nearby_nodes": 7,
"network_redundancy_score": 0.353,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"dock_utilization_pct": 82.6,
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"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pc... | {
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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": "elevated",
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"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 1.02,
"tenant_expansion_probability": 0.333
} | {
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"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.35
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.212,
"demand_pressure": 0.516,
"entitlement_friction": 0.291,
"labor_shortage": 0.777,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104866",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "61287d87-e295-45ec-8eff-ba14050ea1c6"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "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": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 9.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-88CFDFBCED",
"grid_service_limit_mw": 11.94,
"gross_sqft": 683818,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.907,
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"entitlement_friction": 0.372,
"nearby_nodes": 2,
"network_redundancy_score": 0.761,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.6,
"shift_fill_rat... | {
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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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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 5.48,
"rent_growth_90d_pct": 6.78,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 150021,
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"lease_rate_change_pct": 5.24,
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"service_penalty_risk_us... | {
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{
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"reason": "reserve_growth_path",
"score": 39.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.02
},
{
"action": "secure... | {
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"capital_availability": 0.907,
"demand_pressure": 1,
"entitlement_friction": 0.372,
"labor_shortage": 0.808,
"portfolio_tightness": 0.442,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-104867",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "e3fe9e27-e104-45dd-83b6-0b447fc19691"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"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": 0.102,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 4.42,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-8C49ED45EE",
"grid_service_limit_mw": 14.64,
"gross_sqft": 1041329,
"infill_site": false,
"lease_expiry_months": 53,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.846,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
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"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 42732,
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"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.006,
"service_penalty_risk_usd": ... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.45
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.87
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.712,
"demand_pressure": 0.487,
"entitlement_friction": 0.468,
"labor_shortage": 0.786,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-104868",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "d3fba44a-60f2-4915-a042-668fca9f8449"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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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"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 0.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-480F674A55",
"grid_service_limit_mw": 18.73,
"gross_sqft": 863212,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.313,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 211561,... | [
{
"appointment_fill_pct": 85.3,
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"dock_utilization_pct": 91.9,
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"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.94,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 2.19,
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} | {
"annualized_noi_impact_usd": 117618,
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"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.373,
"demand_pressure": 0.967,
"entitlement_friction": 0.48,
"labor_shortage": 0.694,
"portfolio_tightness": 0.498,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-104869",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:42:00Z",
"trace_id": "83eb6f0c-77b7-4842-a2d3-495f85301f68"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.79,
"battery_mwh": 7.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-3609682E72",
"grid_service_limit_mw": 19.46,
"gross_sqft": 1107897,
"infill_site": true,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.557,
"nearby_nodes": 3,
"network_redundancy_score": 0.49,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 79.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": -0.3,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -238293,
"annualized_revenue_impact_usd": -313360,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 715021,
"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -2.6,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.56
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.11
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.689,
"demand_pressure": 0.335,
"entitlement_friction": 0.557,
"labor_shortage": 0.905,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-104870",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:00:00Z",
"trace_id": "ef60b98b-f22c-4e5f-9ff0-a90addd918b7"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.42,
"battery_mwh": 10.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-8517D4C1EE",
"grid_service_limit_mw": 16.83,
"gross_sqft": 779144,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.94,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.421,
"nearby_nodes": 6,
"network_redundancy_score": 0.703,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 158... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"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": "moderate",
"fore... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": 16226,
"annualized_revenue_impact_usd": 27859,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.23
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.99
},
{
"action": "delay_spec_development",
"reason": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.94,
"demand_pressure": 0.393,
"entitlement_friction": 0.421,
"labor_shortage": 0.636,
"portfolio_tightness": 0.36,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-104871",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "64f589a6-e181-4360-b61e-a90e11a5358e"
} | {
"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",
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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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 10.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-D864DCC400",
"grid_service_limit_mw": 20.69,
"gross_sqft": 1319008,
"infill_site": false,
"lease_expiry_months": 29,
"... | {
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"cluster_utilization_pct": 0.933,
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"entitlement_friction": 0.211,
"nearby_nodes": 6,
"network_redundancy_score": 0.527,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -105257,
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"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": 0.8,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.3
},
{
"action": "activate_temp_... | {
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"capital_availability": 0.098,
"demand_pressure": 0.405,
"entitlement_friction": 0.211,
"labor_shortage": 0.665,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-104872",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:53:00Z",
"trace_id": "6d5aec33-1da4-485f-b06c-8a368cdc60f9"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 6.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-84463D5F3B",
"grid_service_limit_mw": 23.87,
"gross_sqft": 602205,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.061,
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"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.261,
"nearby_nodes": 8,
"network_redundancy_score": 0.407,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.9,
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"dock_utilization_pct": 84.3,
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"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86,
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"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -103096,
"annualized_revenue_impact_usd": -144556,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.94
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.061,
"demand_pressure": 0.553,
"entitlement_friction": 0.261,
"labor_shortage": 0.656,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104873",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "e61f3756-5d57-4120-9280-63fd0d51ebc2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "250m_500m",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.465,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 6.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-C94E2EE966",
"grid_service_limit_mw": 14.85,
"gross_sqft": 391995,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.421,
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"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.722,
"nearby_nodes": 5,
"network_redundancy_score": 0.689,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 4.04,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 50770,
"annualized_revenue_impact_usd": 70736,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.78
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.7
},
{
"action": "delay_spec_develo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.421,
"demand_pressure": 0.544,
"entitlement_friction": 0.722,
"labor_shortage": 0.863,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-104874",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:38:00Z",
"trace_id": "892b8075-2581-4bd7-910b-0a6aa3d86551"
} | {
"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": "power_constraint",
"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": 0.045,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.158,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.26,
"battery_mwh": 12.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-1D70F53ADD",
"grid_service_limit_mw": 8.94,
"gross_sqft": 582475,
"infill_site": true,
"lease_expiry_months": 48,
"o... | {
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"competitive_pressure_score": 0.565,
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"nearby_nodes": 5,
"network_redundancy_score": 0.661,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 505795,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 32.91
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.01
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.674,
"entitlement_friction": 0.614,
"labor_shortage": 0.709,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-104875",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:33:00Z",
"trace_id": "cb8f5747-da39-43d9-9c37-45db342fd9f2"
} | {
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.097,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 3.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 21.18,
"gross_sqft": 1104261,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.386,
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"entitlement_friction": 0.702,
"nearby_nodes": 6,
"network_redundancy_score": 0.503,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -84923,
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"lease_rate_change_pct": -0.42,
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"service_penalty_risk_... | {
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{
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"reason": "reserve_growth_path",
"score": 40.86
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.46
},
{
"action": "esca... | {
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"demand_pressure": 0.465,
"entitlement_friction": 0.702,
"labor_shortage": 0.669,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-104876",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:11:00Z",
"trace_id": "ac6c0eaf-d443-46c8-9341-ca8b642c3d66"
} | {
"airport_proximity_km": 35,
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-4FDB7871FE",
"grid_service_limit_mw": 19.06,
"gross_sqft": 570682,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.09,
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"nearby_nodes": 8,
"network_redundancy_score": 0.473,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 126... | [
{
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"dock_utilization_pct": 81.9,
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"power_load_pct_of_service_limit": 57.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -1.56,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.21
},
{
"action": "shift_overflow_to_satellite",
... | {
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"demand_pressure": 0.457,
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"labor_shortage": 0.798,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104877",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "2ff5b98c-0b8f-4d91-9d73-684999d9c1fc"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 0.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-4547BC1700",
"grid_service_limit_mw": 10.01,
"gross_sqft": 894435,
"infill_site": true,
"lease_expiry_months": 63,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.383,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 79.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rat... | {
"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": "very_high",
"forecas... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.146
} | {
"annualized_noi_impact_usd": -460299,
"annualized_revenue_impact_usd": -726841,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.42,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.75
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 41.64
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.688,
"demand_pressure": 0.238,
"entitlement_friction": 0.271,
"labor_shortage": 0.932,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-104878",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:24:00Z",
"trace_id": "e4895315-2970-451a-a3d1-cd31367f7782"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 9.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-53F159FDF0",
"grid_service_limit_mw": 18.95,
"gross_sqft": 855968,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.955,
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"nearby_nodes": 8,
"network_redundancy_score": 0.42,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.998,
"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 5.25,
"tenant_expansion_probability": 0.796
} | {
"annualized_noi_impact_usd": 215609,
"annualized_revenue_impact_usd": 354150,
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"expansion_capture_probability_post_event": 0.763,
"lease_rate_change_pct": 4.59,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.29
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.541,
"demand_pressure": 0.755,
"entitlement_friction": 0.374,
"labor_shortage": 0.795,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104879",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "ffc89261-d2d8-4ca2-a8bb-bc75598e1664"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.43,
"battery_mwh": 3.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-C53EBF8F83",
"grid_service_limit_mw": 8.24,
"gross_sqft": 668909,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.696,
"nearby_nodes": 7,
"network_redundancy_score": 0.479,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": 43553,
"annualized_revenue_impact_usd": 74230,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 576530,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.48
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.546,
"demand_pressure": 0.599,
"entitlement_friction": 0.696,
"labor_shortage": 0.738,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-104880",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:05:00Z",
"trace_id": "883abad4-a90e-43f7-a0f1-df90369371dc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.002,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.296,
"seasonality": 0.82,
"service_level_t... | {
"automation_penetration": 0.39,
"battery_mwh": 2.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-66A3267321",
"grid_service_limit_mw": 14.66,
"gross_sqft": 1314621,
"infill_site": true,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.223,
"nearby_nodes": 6,
"network_redundancy_score": 0.741,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 409452... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.13
} | {
"annualized_noi_impact_usd": -228725,
"annualized_revenue_impact_usd": -324273,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 433542,
"expansion_capture_probability_post_event": 0.046,
"lease_rate_change_pct": -0.67,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.86
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.792,
"capital_availability": 0.488,
"demand_pressure": 0.415,
"entitlement_friction": 0.223,
"labor_shortage": 0.68,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-104881",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:34:00Z",
"trace_id": "4d451b72-ec0e-4700-8449-bb9d87452894"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.3,
"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": 0.361,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.71,
"battery_mwh": 10.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-E0B844930C",
"grid_service_limit_mw": 12.68,
"gross_sqft": 709425,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.734,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.712,
"nearby_nodes": 5,
"network_redundancy_score": 0.827,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.862,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -39971,
"annualized_revenue_impact_usd": -54650,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 830686,
"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": 0.26,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.82
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.59
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.644,
"capital_availability": 0.436,
"demand_pressure": 0.586,
"entitlement_friction": 0.712,
"labor_shortage": 0.97,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-104882",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:58:00Z",
"trace_id": "625def8f-fe03-46d7-9d27-9fd8eba69a4d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.035,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.46,
"battery_mwh": 11.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-DE9B46C628",
"grid_service_limit_mw": 19.42,
"gross_sqft": 471907,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.527,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.34,
"nearby_nodes": 8,
"network_redundancy_score": 0.361,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 101... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": -0.59,
"rent_growth_90d_pct": -0.47,
"tenant_expansion_probability": 0.108
} | {
"annualized_noi_impact_usd": -121725,
"annualized_revenue_impact_usd": -168257,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 412119,
"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -3.17,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.66
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.527,
"demand_pressure": 0.361,
"entitlement_friction": 0.34,
"labor_shortage": 0.577,
"portfolio_tightness": 0.385,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-104883",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:39:00Z",
"trace_id": "00219b9e-2864-438f-a583-af971c6b1821"
} | {
"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": "labor_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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.151,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 10.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-2307908550",
"grid_service_limit_mw": 7.12,
"gross_sqft": 1143834,
"infill_site": true,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.5,
"nearby_nodes": 7,
"network_redundancy_score": 0.74,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20275... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 85.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 191984,
"annualized_revenue_impact_usd": 257358,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 650225,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.68
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.76,
"capital_availability": 0.131,
"demand_pressure": 0.582,
"entitlement_friction": 0.5,
"labor_shortage": 0.994,
"portfolio_tightness": 0.714,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104884",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "afd47cd8-ce4a-4650-95d6-6fc11d5414bf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"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_targe... | {
"automation_penetration": 0.69,
"battery_mwh": 8.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 149,
"facility_id": "FAC-0ADFE94F67",
"grid_service_limit_mw": 12.76,
"gross_sqft": 1493233,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.523,
"nearby_nodes": 5,
"network_redundancy_score": 0.333,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rat... | {
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"anomaly_score": 0.803,
"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": 1.59,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -103243,
"annualized_revenue_impact_usd": -164277,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 686511,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 33.95
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.4
},
{
"action": "lo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.699,
"demand_pressure": 0.649,
"entitlement_friction": 0.523,
"labor_shortage": 0.512,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104885",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:59:00Z",
"trace_id": "a711d485-cb96-4dcb-9c48-4807dab3600d"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.414,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.388,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.4,
"battery_mwh": 12.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-2D487950AD",
"grid_service_limit_mw": 22.79,
"gross_sqft": 936489,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.967,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.703,
"nearby_nodes": 5,
"network_redundancy_score": 0.815,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 93,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 89.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fi... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.912,
"rent_growth_30d_pct": 4.84,
"rent_growth_90d_pct": 6.58,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 390804,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.664,
"lease_rate_change_pct": 4.47,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54.17
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.45
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.967,
"demand_pressure": 0.85,
"entitlement_friction": 0.703,
"labor_shortage": 0.781,
"portfolio_tightness": 0.527,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-104886",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:49:00Z",
"trace_id": "ed4e5024-857d-4525-95cb-3e265003ab07"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.56,
"battery_mwh": 6.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-9A73F68649",
"grid_service_limit_mw": 14.25,
"gross_sqft": 411605,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.096,
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"nearby_nodes": 2,
"network_redundancy_score": 0.352,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
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"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -50119,
"annualized_revenue_impact_usd": -77052,
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"decision_horizon_days": 45,
"estimated_capex_usd": 538614,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.82
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.381,
"demand_pressure": 0.368,
"entitlement_friction": 0.237,
"labor_shortage": 0.794,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104887",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:33:00Z",
"trace_id": "e0e5756f-20bf-40d8-abaa-fc5dcaa814f5"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.7,
"battery_mwh": 7.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-E2BE38E7F3",
"grid_service_limit_mw": 22.98,
"gross_sqft": 913903,
"infill_site": true,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.542,
"nearby_nodes": 3,
"network_redundancy_score": 0.867,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -103075,
"annualized_revenue_impact_usd": -145800,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 507003,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": -0.24,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.43
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.226,
"demand_pressure": 0.511,
"entitlement_friction": 0.542,
"labor_shortage": 0.582,
"portfolio_tightness": 0.54,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-104888",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:48:00Z",
"trace_id": "c7337888-1f5d-4c1b-83fa-983805586580"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.385,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.8,
"battery_mwh": 3.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-F71CAAD03E",
"grid_service_limit_mw": 11.63,
"gross_sqft": 698390,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.97,
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"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.538,
"nearby_nodes": 8,
"network_redundancy_score": 0.505,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 160... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 87.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"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": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 4.85,
"rent_growth_90d_pct": 7.1,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 269504,
"annualized_revenue_impact_usd": 454501,
"cap_rate_pressure_pct": 0.1,
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"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 4.09,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.86
},
{
"action": "monitor_and_sta... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.269,
"capital_availability": 0.324,
"demand_pressure": 0.715,
"entitlement_friction": 0.538,
"labor_shortage": 0.718,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-104889",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:07:00Z",
"trace_id": "32a46a4f-f3d1-4811-8860-85d7465af908"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.325,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.73,
"battery_mwh": 8.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-3656CF6E58",
"grid_service_limit_mw": 17.6,
"gross_sqft": 1164248,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.672,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.126,
"nearby_nodes": 2,
"network_redundancy_score": 0.757,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 178... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.54,
"rent_growth_90d_pct": 5.23,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 403355,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 405200,
"expansion_capture_probability_post_event": 0.638,
"lease_rate_change_pct": 3.96,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.14
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.192,
"capital_availability": 0.672,
"demand_pressure": 0.964,
"entitlement_friction": 0.126,
"labor_shortage": 0.622,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104890",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "faca8b59-f5a0-4d87-8e3e-ea1aff6aa5f8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": -0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.148,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.35,
"battery_mwh": 4.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-D0C5332B87",
"grid_service_limit_mw": 13.27,
"gross_sqft": 831898,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.626,
"nearby_nodes": 8,
"network_redundancy_score": 0.596,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -247848,
"annualized_revenue_impact_usd": -359988,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 501278,
"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -3.18,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.9
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.265,
"demand_pressure": 0.358,
"entitlement_friction": 0.626,
"labor_shortage": 1,
"portfolio_tightness": 0.572,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-104891",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "8d6b4fa7-61a3-45d7-aa25-87cfd1d221ae"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.342,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.42,
"battery_mwh": 1.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-9BABB9E0E0",
"grid_service_limit_mw": 19.96,
"gross_sqft": 517162,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.645,
"nearby_nodes": 7,
"network_redundancy_score": 0.854,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 140055... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 87,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 30412,
"annualized_revenue_impact_usd": 44255,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 701659,
"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.47
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.591,
"demand_pressure": 0.711,
"entitlement_friction": 0.645,
"labor_shortage": 0.628,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-104892",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "d2879f11-2640-4243-aaac-9fde145e8b3c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.077,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.188,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 8.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-57DCB6E54E",
"grid_service_limit_mw": 22,
"gross_sqft": 740851,
"infill_site": false,
"lease_expiry_months": 58,
"occupa... | {
"capital_availability": 0.146,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.574,
"nearby_nodes": 8,
"network_redundancy_score": 0.816,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 264537... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": -1.06,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -136896,
"annualized_revenue_impact_usd": -183434,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 526637,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -3.44,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.87
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.542,
"capital_availability": 0.146,
"demand_pressure": 0.347,
"entitlement_friction": 0.574,
"labor_shortage": 0.691,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-104893",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:39:00Z",
"trace_id": "d84e2627-a95e-4b22-9532-b7aacd9d5ca2"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.02,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.414,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.21,
"battery_mwh": 1.09,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-70A68DDDAE",
"grid_service_limit_mw": 10.84,
"gross_sqft": 849881,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.044,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.695,
"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 23... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.2,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -282402,
"annualized_revenue_impact_usd": -467488,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 426663,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -2.87,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.07
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.05
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.826,
"capital_availability": 0.044,
"demand_pressure": 0.438,
"entitlement_friction": 0.695,
"labor_shortage": 1,
"portfolio_tightness": 0.626,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-104894",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:30:00Z",
"trace_id": "82bcc20d-5a0e-49d2-80b4-d99fb3170ff9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.82,
"battery_mwh": 6.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-C4E35FE481",
"grid_service_limit_mw": 21.55,
"gross_sqft": 778911,
"infill_site": true,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.343,
"nearby_nodes": 6,
"network_redundancy_score": 0.44,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 456228,... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": 14116,
"annualized_revenue_impact_usd": 20920,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 622080,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.66
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.17
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.552,
"demand_pressure": 0.508,
"entitlement_friction": 0.343,
"labor_shortage": 0.866,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-104895",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:14:00Z",
"trace_id": "1140cc84-21fb-4c02-86ca-0533e8faf117"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.134,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 4.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-22B0815AC6",
"grid_service_limit_mw": 12.63,
"gross_sqft": 608137,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.586,
"nearby_nodes": 5,
"network_redundancy_score": 0.331,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 118552... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -144025,
"annualized_revenue_impact_usd": -185984,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 460002,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -1.03,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.14
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.732,
"capital_availability": 0,
"demand_pressure": 0.474,
"entitlement_friction": 0.586,
"labor_shortage": 0.727,
"portfolio_tightness": 0.654,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-104896",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:25:00Z",
"trace_id": "4c4b6c18-c291-40ff-857b-96e70663e673"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": -0.03,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.23,
"battery_mwh": 6.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-C4A14D7EE5",
"grid_service_limit_mw": 22.14,
"gross_sqft": 406080,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.713,
"nearby_nodes": 5,
"network_redundancy_score": 0.337,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 77.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": -0.71,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -88629,
"annualized_revenue_impact_usd": -148360,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 589862,
"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -3.39,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.39
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.31
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.187,
"demand_pressure": 0.246,
"entitlement_friction": 0.713,
"labor_shortage": 0.739,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104897",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:42:00Z",
"trace_id": "40397b10-91ad-40ce-a17d-88dd71a7f89c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.339,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.31,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.43,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-9F0359324F",
"grid_service_limit_mw": 12.91,
"gross_sqft": 709715,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.858,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.249,
"nearby_nodes": 2,
"network_redundancy_score": 0.77,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 3.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.46,
"rent_growth_90d_pct": 6.56,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 216137,
"annualized_revenue_impact_usd": 365582,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 655151,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 4.28,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 46.31
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.52
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.117,
"capital_availability": 0.858,
"demand_pressure": 0.656,
"entitlement_friction": 0.249,
"labor_shortage": 0.619,
"portfolio_tightness": 0.643,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-104898",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:52:00Z",
"trace_id": "1c749af3-5f2f-4058-967d-6202f9cc06cb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.407,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.32,
"battery_mwh": 6.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-A063956F10",
"grid_service_limit_mw": 16.39,
"gross_sqft": 377935,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.171,
"nearby_nodes": 5,
"network_redundancy_score": 0.854,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 92.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 69550,
"annualized_revenue_impact_usd": 117018,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 473603,
"expansion_capture_probability_post_event": 0.574,
"lease_rate_change_pct": 3.78,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.415,
"capital_availability": 0.121,
"demand_pressure": 1,
"entitlement_friction": 0.171,
"labor_shortage": 0.584,
"portfolio_tightness": 0.481,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-104899",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "fced2d55-53bc-45f4-a46b-5bdabe0d75a8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.174,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.283,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.34,
"battery_mwh": 3.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-A16468846D",
"grid_service_limit_mw": 11.55,
"gross_sqft": 842404,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.44,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.515,
"nearby_nodes": 3,
"network_redundancy_score": 0.679,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7196... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.44... | {
"annualized_noi_impact_usd": 15342,
"annualized_revenue_impact_usd": 26190,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 571414,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 0.58,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.73
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.44,
"demand_pressure": 0.569,
"entitlement_friction": 0.515,
"labor_shortage": 1,
"portfolio_tightness": 0.647,
"powe... |
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