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": 0.781,
"id": "FORGE-101900",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:36:00Z",
"trace_id": "4f3319d5-cda5-4fd0-8655-4cfd775c898c"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.367,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.401,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.8,
"battery_mwh": 11.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-59F468CCDF",
"grid_service_limit_mw": 6.65,
"gross_sqft": 839947,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.712,
"nearby_nodes": 3,
"network_redundancy_score": 0.564,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 57... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.1,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.634... | {
"annualized_noi_impact_usd": 140944,
"annualized_revenue_impact_usd": 191193,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 400507,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 44.36
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.609,
"capital_availability": 0.355,
"demand_pressure": 0.805,
"entitlement_friction": 0.712,
"labor_shortage": 0.794,
"portfolio_tightness": 0.624,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-101901",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:06:00Z",
"trace_id": "3eba6849-c990-45e1-8936-6dc32ffd65d4"
} | {
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.129,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.73,
"battery_mwh": 0.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-5E0155501B",
"grid_service_limit_mw": 24.67,
"gross_sqft": 1218349,
"infill_site": false,
"lease_expiry_months": 17,
"o... | {
"capital_availability": 0.006,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.091,
"nearby_nodes": 8,
"network_redundancy_score": 0.417,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": -164987,
"annualized_revenue_impact_usd": -218771,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 432040,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": -0.62,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.06
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.006,
"demand_pressure": 0.359,
"entitlement_friction": 0.091,
"labor_shortage": 0.996,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-101902",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:23:00Z",
"trace_id": "649cf353-b107-4691-ba1f-cb9577ea18ae"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.372,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.188,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.81,
"battery_mwh": 3.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-006C2ECF9B",
"grid_service_limit_mw": 26.42,
"gross_sqft": 1044284,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.019,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.212,
"nearby_nodes": 2,
"network_redundancy_score": 0.593,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 71544,
"annualized_revenue_impact_usd": 99231,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 544383,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.702,
"capital_availability": 0.019,
"demand_pressure": 0.655,
"entitlement_friction": 0.212,
"labor_shortage": 0.79,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-101903",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:28:00Z",
"trace_id": "7a8be512-dec6-4c41-9450-987b2c2bde83"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.06,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.46,
"battery_mwh": 9.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-A288277050",
"grid_service_limit_mw": 8.88,
"gross_sqft": 549014,
"infill_site": true,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.011,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.841,
"nearby_nodes": 4,
"network_redundancy_score": 0.371,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -76400,
"annualized_revenue_impact_usd": -131612,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 520032,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -2.84,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.6
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.14
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.011,
"demand_pressure": 0.371,
"entitlement_friction": 0.841,
"labor_shortage": 0.71,
"portfolio_tightness": 0.551,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101904",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "6cc11919-43ae-437a-baeb-774b7463c6ec"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.214,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.25,
"battery_mwh": 9.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-3B676E2178",
"grid_service_limit_mw": 18.15,
"gross_sqft": 634471,
"infill_site": true,
"lease_expiry_months": 43,
"... | {
"capital_availability": 0.866,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.373,
"nearby_nodes": 3,
"network_redundancy_score": 0.677,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 80.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 5.11,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 9506,
"annualized_revenue_impact_usd": 16157,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 771219,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.2
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.73
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.866,
"demand_pressure": 0.51,
"entitlement_friction": 0.373,
"labor_shortage": 0.803,
"portfolio_tightness": 0.478,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-101905",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "f678908c-c38e-4f57-a377-d2161244e11d"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.269,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.65,
"battery_mwh": 6.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-60D09F5213",
"grid_service_limit_mw": 17.35,
"gross_sqft": 502088,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.38,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.595,
"nearby_nodes": 6,
"network_redundancy_score": 0.646,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 73... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": -0.74,
"rent_growth_90d_pct": -0.51,
"tenant_expansion_probability": 0.408
} | {
"annualized_noi_impact_usd": -18203,
"annualized_revenue_impact_usd": -30157,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 469772,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -1.55,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.59
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.38,
"demand_pressure": 0.445,
"entitlement_friction": 0.595,
"labor_shortage": 0.665,
"portfolio_tightness": 0.333,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-101906",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "0b00a0df-a60e-48e9-a2f0-9ef474419ae5"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.396,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.26,
"battery_mwh": 0.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-146579C6F9",
"grid_service_limit_mw": 18.75,
"gross_sqft": 964331,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.665,
"nearby_nodes": 7,
"network_redundancy_score": 0.758,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 5.06,
"tenant_expansion_probability": 0.643
} | {
"annualized_noi_impact_usd": 108470,
"annualized_revenue_impact_usd": 186579,
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"decision_horizon_days": 60,
"estimated_capex_usd": 527568,
"expansion_capture_probability_post_event": 0.546,
"lease_rate_change_pct": 3.63,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.73
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.131,
"demand_pressure": 0.833,
"entitlement_friction": 0.665,
"labor_shortage": 0.785,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-101907",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:35:00Z",
"trace_id": "20d8ea1f-d8b6-44bc-b63a-2937b6955c04"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.074,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 5.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-4D1140F81A",
"grid_service_limit_mw": 11.03,
"gross_sqft": 507502,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.483,
"nearby_nodes": 2,
"network_redundancy_score": 0.821,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 640... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -175228,
"annualized_revenue_impact_usd": -245478,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 533640,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.33
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.864,
"capital_availability": 0.459,
"demand_pressure": 0.432,
"entitlement_friction": 0.483,
"labor_shortage": 0.999,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-101908",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "9e738223-ec3f-4e50-ba64-4cbd744a46d5"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.25,
"battery_mwh": 11.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-825457E027",
"grid_service_limit_mw": 21.95,
"gross_sqft": 545144,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.559,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.312,
"nearby_nodes": 4,
"network_redundancy_score": 0.566,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 135313... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 80,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -88034,
"annualized_revenue_impact_usd": -121521,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 639265,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -1.87,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.63
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.71
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.516,
"capital_availability": 0.559,
"demand_pressure": 0.345,
"entitlement_friction": 0.312,
"labor_shortage": 0.679,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101909",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "975240f8-f58a-41c9-a71a-209f82a43a51"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"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": 0.207,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.74,
"battery_mwh": 10.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-4A152FBA8F",
"grid_service_limit_mw": 10.84,
"gross_sqft": 1396045,
"infill_site": true,
"lease_expiry_months": 28,... | {
"capital_availability": 0.267,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.309,
"nearby_nodes": 6,
"network_redundancy_score": 0.696,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 5.74,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": 252518,
"annualized_revenue_impact_usd": 329460,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 451111,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.59
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.81
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.267,
"demand_pressure": 0.799,
"entitlement_friction": 0.309,
"labor_shortage": 0.888,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101910",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "d612eb6d-c7ec-4a71-a36d-b9d46c708e40"
} | {
"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",
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"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": false,
"growth_rate": 0.056,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.175,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 9.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-B3C9CAC6F3",
"grid_service_limit_mw": 15.9,
"gross_sqft": 324033,
"infill_site": false,
"lease_expiry_months": 46,
"occu... | {
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"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.441,
"nearby_nodes": 2,
"network_redundancy_score": 0.772,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": "high",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.291
... | {
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"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 420618,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 34.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.81
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"demand_pressure": 0.721,
"entitlement_friction": 0.441,
"labor_shortage": 0.678,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-101911",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "7f661c41-e445-40bf-ab65-6460463ac37a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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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"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.185,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 1.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-4249BAFF67",
"grid_service_limit_mw": 14.83,
"gross_sqft": 354770,
"infill_site": false,
"lease_expiry_months": 18,
... | {
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"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.609,
"nearby_nodes": 7,
"network_redundancy_score": 0.71,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 79.4,
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"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.66,
"rent_growth_90d_pct": -0.85,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -70454,
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"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -2.45,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.5
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.25
},
{
"action": "delay_spec_development",... | {
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"capital_availability": 0.638,
"demand_pressure": 0.333,
"entitlement_friction": 0.609,
"labor_shortage": 0.667,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-101912",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:09:00Z",
"trace_id": "e1508065-e76b-4afd-b6b9-7c2fa47fdcd5"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 11.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-4116AF0289",
"grid_service_limit_mw": 14.07,
"gross_sqft": 461203,
"infill_site": true,
"lease_expiry_months": 22,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.629,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 78.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.0... | {
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"annualized_revenue_impact_usd": -239416,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
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"score": 30.63
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.11
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.593,
"demand_pressure": 0.279,
"entitlement_friction": 0.443,
"labor_shortage": 0.865,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-101913",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:45:00Z",
"trace_id": "1f3b953a-f2ed-4f24-ad3d-93626cd7a46d"
} | {
"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"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.59,
"battery_mwh": 4.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-C414EE7250",
"grid_service_limit_mw": 19.31,
"gross_sqft": 1311606,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.763,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.345,
"nearby_nodes": 2,
"network_redundancy_score": 0.508,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 805730,... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.6,
"shift_fill_r... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
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"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.381
} | {
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"annualized_revenue_impact_usd": -24222,
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"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": -1.26,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.66
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.763,
"demand_pressure": 0.389,
"entitlement_friction": 0.345,
"labor_shortage": 0.757,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-101914",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "018a7180-6885-4d40-a7d6-a5efd7f82140"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.348,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.25,
"battery_mwh": 8.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-2E06CA4F3C",
"grid_service_limit_mw": 9.36,
"gross_sqft": 1141737,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.877,
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"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.457,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
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"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.653
} | {
"annualized_noi_impact_usd": 235056,
"annualized_revenue_impact_usd": 306871,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 3.32,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 33.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.54
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.325,
"demand_pressure": 0.572,
"entitlement_friction": 0.457,
"labor_shortage": 0.779,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101915",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:14:00Z",
"trace_id": "a917a0d8-29e4-4892-a86f-f38f81c658d0"
} | {
"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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{
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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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.63,
"battery_mwh": 1.26,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-166A99F5AB",
"grid_service_limit_mw": 13.37,
"gross_sqft": 1089918,
"infill_site": true,
"lease_expiry_months": 21,
"oc... | {
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"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.481,
"nearby_nodes": 2,
"network_redundancy_score": 0.329,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"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... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -166240,
"annualized_revenue_impact_usd": -268817,
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"decision_horizon_days": 90,
"estimated_capex_usd": 383548,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -0.97,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
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"score": 28.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.78
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.422,
"entitlement_friction": 0.481,
"labor_shortage": 0.763,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-101916",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:19:00Z",
"trace_id": "fca3b536-311b-46e8-85d2-fd2a12cf45b4"
} | {
"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": "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",
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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": 0.28,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 6.09,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-A988C015FE",
"grid_service_limit_mw": 25.44,
"gross_sqft": 931484,
"infill_site": false,
"lease_expiry_months": 39,
... | {
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"competitive_pressure_score": 0.633,
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"nearby_nodes": 2,
"network_redundancy_score": 0.376,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 170337... | [
{
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"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.9,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 2.79,
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} | {
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"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 31.7
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.53
},
{
"action": "shift_overfl... | {
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"demand_pressure": 0.558,
"entitlement_friction": 0.127,
"labor_shortage": 0.522,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101917",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:01:00Z",
"trace_id": "0fb4a903-2fcd-49c4-9e68-fdc60910c394"
} | {
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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"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 6.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-FC9AD589AE",
"grid_service_limit_mw": 8.91,
"gross_sqft": 1105949,
"infill_site": false,
"lease_expiry_months": 36,
... | {
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"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.785,
"nearby_nodes": 6,
"network_redundancy_score": 0.727,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 89.4,
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"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 5.26,
"rent_growth_90d_pct": 4.22,
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... | {
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"lease_rate_change_pct": 2.88,
"occupancy_shift": 0.029,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.1
},
{
"... | {
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"capital_availability": 0.344,
"demand_pressure": 0.789,
"entitlement_friction": 0.785,
"labor_shortage": 0.956,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-101918",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:44:00Z",
"trace_id": "7163facc-f4ab-4e6d-92ad-40bccb6e228c"
} | {
"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": "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": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.28,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 0.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-F18676693B",
"grid_service_limit_mw": 13.74,
"gross_sqft": 561486,
"infill_site": true,
"lease_expiry_months": 35,
"occup... | {
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"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.518,
"nearby_nodes": 8,
"network_redundancy_score": 0.457,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.174
} | {
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"annualized_revenue_impact_usd": -206790,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 582409,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -2.44,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.68
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.494,
"demand_pressure": 0.354,
"entitlement_friction": 0.518,
"labor_shortage": 0.904,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-101919",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:00:00Z",
"trace_id": "9783f899-f979-4def-a1a4-8320557bdb90"
} | {
"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": 7.8,
"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": 0.064,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.365,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.81,
"battery_mwh": 8.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-5BC8D27AD5",
"grid_service_limit_mw": 13.22,
"gross_sqft": 1148235,
"infill_site": true,
"lease_expiry_months": 43,
"oc... | {
"capital_availability": 0.17,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.179,
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"nearby_nodes": 5,
"network_redundancy_score": 0.745,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.871,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": -0.05,
"tenant_expansion_probability": 0.251
... | {
"annualized_noi_impact_usd": -347438,
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"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -2.67,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.39
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.17,
"demand_pressure": 0.333,
"entitlement_friction": 0.376,
"labor_shortage": 0.836,
"portfolio_tightness": 0.649,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-101920",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "fb31536c-df5c-4e99-9845-35ac2bde9991"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.23,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.29,
"battery_mwh": 8.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-A620B63EA0",
"grid_service_limit_mw": 12.35,
"gross_sqft": 1176253,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.555,
"nearby_nodes": 5,
"network_redundancy_score": 0.868,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -26576,
"annualized_revenue_impact_usd": -34176,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 568346,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.23
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.566,
"entitlement_friction": 0.555,
"labor_shortage": 1,
"portfolio_tightness": 0.564,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-101921",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "97ed5aaa-ba33-4e78-9d87-925295441143"
} | {
"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": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.215,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.285,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.23,
"battery_mwh": 12.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-84F253BAA9",
"grid_service_limit_mw": 8.64,
"gross_sqft": 402260,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.496,
"nearby_nodes": 4,
"network_redundancy_score": 0.787,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7954... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -3687,
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"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.78
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.587,
"entitlement_friction": 0.496,
"labor_shortage": 0.95,
"portfolio_tightness": 0.59,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-101922",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:59:00Z",
"trace_id": "f66982f6-762e-4242-8391-20f2e1564945"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.147,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.53,
"battery_mwh": 1.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-BE4C73470A",
"grid_service_limit_mw": 15,
"gross_sqft": 1425615,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.864,
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"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.165,
"nearby_nodes": 3,
"network_redundancy_score": 0.716,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_rate_p... | {
"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": 2.11,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
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"rent_growth_30d_pct": 4.26,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.74
} | {
"annualized_noi_impact_usd": 404137,
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"expansion_capture_probability_post_event": 0.718,
"lease_rate_change_pct": 3.07,
"occupancy_shift": 0.041,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.15
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"capital_availability": 0.278,
"demand_pressure": 0.823,
"entitlement_friction": 0.165,
"labor_shortage": 0.675,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-101923",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:29:00Z",
"trace_id": "caba363a-3bf7-4529-883b-764033e3ec78"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.3,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-90504B2034",
"grid_service_limit_mw": 21.32,
"gross_sqft": 1060743,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.728,
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"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.559,
"nearby_nodes": 4,
"network_redundancy_score": 0.617,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 80.2,
"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -236476,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 657309,
"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -1.9,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.35
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.17
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0.728,
"demand_pressure": 0.371,
"entitlement_friction": 0.559,
"labor_shortage": 0.599,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101924",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "54439c0b-392f-4283-baba-388cbb77f06e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.54,
"battery_mwh": 9.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-0AE38B449B",
"grid_service_limit_mw": 10.06,
"gross_sqft": 705228,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.59,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.323,
"nearby_nodes": 6,
"network_redundancy_score": 0.532,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.2
} | {
"annualized_noi_impact_usd": -144633,
"annualized_revenue_impact_usd": -224436,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 490015,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.03
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.121,
"demand_pressure": 0.581,
"entitlement_friction": 0.323,
"labor_shortage": 0.694,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101925",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "843a7a4c-4e97-44a5-9b82-a746a4496add"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"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": 0.162,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.25,
"battery_mwh": 8.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-A37D8AA33C",
"grid_service_limit_mw": 15.12,
"gross_sqft": 330586,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.731,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.273,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.167,
"nearby_nodes": 2,
"network_redundancy_score": 0.363,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -1298,
"annualized_revenue_impact_usd": -2042,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 461498,
"expansion_capture_probability_post_event": 0.324,
"lease_rate_change_pct": 1.84,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.62
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.58,
"capital_availability": 0.731,
"demand_pressure": 0.455,
"entitlement_friction": 0.167,
"labor_shortage": 0.658,
"portfolio_tightness": 0.497,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-101926",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "785dd7f1-7492-4403-97cf-8f2f86beab1d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.155,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.74,
"battery_mwh": 11.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-EE73A307C2",
"grid_service_limit_mw": 18.32,
"gross_sqft": 628908,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.588,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.151,
"nearby_nodes": 8,
"network_redundancy_score": 0.45,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.263
} | {
"annualized_noi_impact_usd": -89926,
"annualized_revenue_impact_usd": -130152,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 681894,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -1.65,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.41
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0.588,
"demand_pressure": 0.373,
"entitlement_friction": 0.151,
"labor_shortage": 0.898,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101927",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "274ddcd9-822e-4fbe-99ff-a931b22e2744"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.041,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.376,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.24,
"battery_mwh": 2.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-18D7C9DA91",
"grid_service_limit_mw": 15.29,
"gross_sqft": 852038,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.024,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.122,
"nearby_nodes": 6,
"network_redundancy_score": 0.746,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124574... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.143
... | {
"annualized_noi_impact_usd": -132521,
"annualized_revenue_impact_usd": -188786,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 493286,
"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -1.52,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.91
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.794,
"capital_availability": 0.024,
"demand_pressure": 0.333,
"entitlement_friction": 0.122,
"labor_shortage": 0.776,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101928",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:25:00Z",
"trace_id": "e6c1204e-b4d9-4b3a-96ce-4469f79cec88"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.15,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.3,
"battery_mwh": 11.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-216C2D92AD",
"grid_service_limit_mw": 20.69,
"gross_sqft": 1040924,
"infill_site": true,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.624,
"nearby_nodes": 2,
"network_redundancy_score": 0.46,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -145085,
"annualized_revenue_impact_usd": -245532,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 539385,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -2.09,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.09
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.03,
"demand_pressure": 0.505,
"entitlement_friction": 0.624,
"labor_shortage": 0.596,
"portfolio_tightness": 0.549,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101929",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:36:00Z",
"trace_id": "9ddea0ef-ae2f-496a-bece-ee1d51412acf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.025,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.335,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.28,
"battery_mwh": 11.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-5786EA7776",
"grid_service_limit_mw": 15.28,
"gross_sqft": 913959,
"infill_site": true,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.378,
"nearby_nodes": 3,
"network_redundancy_score": 0.723,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -125178,
"annualized_revenue_impact_usd": -208625,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 551306,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -2.09,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.34
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.648,
"demand_pressure": 0.521,
"entitlement_friction": 0.378,
"labor_shortage": 0.831,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-101930",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "03ca660a-da0c-4fcf-978a-57f507c073c2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.287,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.286,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.66,
"battery_mwh": 3.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-30B92FD775",
"grid_service_limit_mw": 19.66,
"gross_sqft": 650088,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.732,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.391,
"nearby_nodes": 8,
"network_redundancy_score": 0.835,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 371002,... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability": 0.563
} | {
"annualized_noi_impact_usd": 102576,
"annualized_revenue_impact_usd": 165256,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 549370,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 2.61,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.34
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.72
},
{
"action": "monitor_and_stage",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.732,
"demand_pressure": 0.586,
"entitlement_friction": 0.391,
"labor_shortage": 0.543,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101931",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "ed643b46-02f0-4ae7-a382-b998e4c71db6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.219,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.3,
"battery_mwh": 6.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-843BB744C8",
"grid_service_limit_mw": 14.74,
"gross_sqft": 584282,
"infill_site": false,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0.114,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.587,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.252,
"nearby_nodes": 5,
"network_redundancy_score": 0.677,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 576751... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_... | {
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": -12405,
"annualized_revenue_impact_usd": -16500,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 544986,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.18
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.114,
"demand_pressure": 0.579,
"entitlement_friction": 0.252,
"labor_shortage": 0.69,
"portfolio_tightness": 0.398,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101932",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "224e21b4-1afa-40a5-972c-c9d6d3c0ef47"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.423,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.52,
"battery_mwh": 4.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-695A932498",
"grid_service_limit_mw": 20.54,
"gross_sqft": 522190,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.44,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.578,
"nearby_nodes": 3,
"network_redundancy_score": 0.751,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 936464,... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 89.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 30047,
"annualized_revenue_impact_usd": 49079,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 610343,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.44,
"demand_pressure": 0.833,
"entitlement_friction": 0.578,
"labor_shortage": 0.856,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-101933",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "9d50ac9b-1ad2-4d52-a3e7-8bceb4824d67"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.444,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.198,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.46,
"battery_mwh": 1.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-3D00AA3E7A",
"grid_service_limit_mw": 13.17,
"gross_sqft": 245251,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.686,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.516,
"nearby_nodes": 8,
"network_redundancy_score": 0.857,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 357741... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 89.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 70068,
"annualized_revenue_impact_usd": 93215,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 348701,
"expansion_capture_probability_post_event": 0.611,
"lease_rate_change_pct": 3.78,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.6
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.702,
"capital_availability": 0.686,
"demand_pressure": 0.846,
"entitlement_friction": 0.516,
"labor_shortage": 0.764,
"portfolio_tightness": 0.402,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-101934",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "72204d85-4169-46a7-a0f6-20f7d3f41a92"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.221,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.24,
"battery_mwh": 6.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-F44C0C2345",
"grid_service_limit_mw": 13.01,
"gross_sqft": 1352264,
"infill_site": true,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.231,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.673,
"nearby_nodes": 4,
"network_redundancy_score": 0.585,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 5.26,
"tenant_expansion_probability": 0.45
} | {
"annualized_noi_impact_usd": 188564,
"annualized_revenue_impact_usd": 272905,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 511514,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.99
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.231,
"demand_pressure": 0.836,
"entitlement_friction": 0.673,
"labor_shortage": 0.854,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-101935",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:13:00Z",
"trace_id": "06e169b9-8de7-41b0-b83a-016e5d9e3856"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.223,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.42,
"battery_mwh": 1.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-73A91206ED",
"grid_service_limit_mw": 24.79,
"gross_sqft": 456436,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.671,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.434,
"nearby_nodes": 8,
"network_redundancy_score": 0.799,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 136281... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_rate_pct": 7... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 3775,
"annualized_revenue_impact_usd": 6212,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 459215,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": -0.96,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.18
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.497,
"capital_availability": 0.671,
"demand_pressure": 0.421,
"entitlement_friction": 0.434,
"labor_shortage": 0.649,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-101936",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "ece32796-407c-4bd8-a259-25d9b4702793"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.429,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.087,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.35,
"battery_mwh": 2.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-78B979AFF3",
"grid_service_limit_mw": 15.78,
"gross_sqft": 923464,
"infill_site": true,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0.088,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.619,
"nearby_nodes": 4,
"network_redundancy_score": 0.521,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 88.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 69370,
"annualized_revenue_impact_usd": 114330,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 552766,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.74
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.04
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.306,
"capital_availability": 0.088,
"demand_pressure": 0.768,
"entitlement_friction": 0.619,
"labor_shortage": 0.605,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-101937",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:17:00Z",
"trace_id": "fd215fb2-bbab-479f-9a67-d022bd9578a5"
} | {
"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": 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": -0.038,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.409,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 0.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-8BF9A939D8",
"grid_service_limit_mw": 7.17,
"gross_sqft": 602245,
"infill_site": false,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.621,
"nearby_nodes": 8,
"network_redundancy_score": 0.728,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 686437... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.8,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -150853,
"annualized_revenue_impact_usd": -228702,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 400311,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -0.11,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.54
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0,
"demand_pressure": 0.459,
"entitlement_friction": 0.621,
"labor_shortage": 0.832,
"portfolio_tightness": 0.598,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101938",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:16:00Z",
"trace_id": "6c7659af-8cd4-4ed5-abd2-01cddf139221"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.25,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.165,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.36,
"battery_mwh": 5.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-647D0BC032",
"grid_service_limit_mw": 12.95,
"gross_sqft": 360743,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.532,
"nearby_nodes": 3,
"network_redundancy_score": 0.683,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 210594... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fil... | {
"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": "very_high",
"fo... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": 4153,
"annualized_revenue_impact_usd": 6363,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 492217,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.59
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.496,
"capital_availability": 0.192,
"demand_pressure": 0.462,
"entitlement_friction": 0.532,
"labor_shortage": 0.579,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-101939",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "13f49410-6f87-4c80-8df1-63007c5c0cca"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.368,
"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_l... | {
"automation_penetration": 0.33,
"battery_mwh": 7.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-701ED85D2F",
"grid_service_limit_mw": 17.6,
"gross_sqft": 1022826,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.483,
"nearby_nodes": 3,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.552
... | {
"annualized_noi_impact_usd": -12816,
"annualized_revenue_impact_usd": -16676,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 709512,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.84
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.289,
"demand_pressure": 0.506,
"entitlement_friction": 0.483,
"labor_shortage": 0.916,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101940",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "df5c2826-b7d4-45b8-ae22-be28328586f3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.416,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.458,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.78,
"battery_mwh": 7.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-B5F48AD73F",
"grid_service_limit_mw": 13.58,
"gross_sqft": 1083491,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.159,
"nearby_nodes": 6,
"network_redundancy_score": 0.738,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.4,
"dock_utilization_pct": 88.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 47228,
"annualized_revenue_impact_usd": 80550,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 459766,
"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.6
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.106,
"demand_pressure": 0.807,
"entitlement_friction": 0.159,
"labor_shortage": 0.845,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-101941",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:15:00Z",
"trace_id": "42a30f35-df30-410a-a058-2443b13dc04d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"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": -0.018,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.69,
"battery_mwh": 8.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-F5B1CE94B6",
"grid_service_limit_mw": 11.93,
"gross_sqft": 1239034,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.256,
"nearby_nodes": 3,
"network_redundancy_score": 0.377,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -100674,
"annualized_revenue_impact_usd": -168310,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 459771,
"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": -1.27,
"occupancy_shift": 0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.85
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.96
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.299,
"demand_pressure": 0.383,
"entitlement_friction": 0.256,
"labor_shortage": 0.858,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-101942",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:35:00Z",
"trace_id": "2a99e290-d66c-434d-bb0c-c45ddc18b2cb"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.164,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.448,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.32,
"battery_mwh": 3.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-7F17A3B830",
"grid_service_limit_mw": 13.89,
"gross_sqft": 1254199,
"infill_site": false,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.195,
"nearby_nodes": 3,
"network_redundancy_score": 0.427,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0.354
} | {
"annualized_noi_impact_usd": -70646,
"annualized_revenue_impact_usd": -111724,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 656428,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": 1.25,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.56
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.12
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.332,
"capital_availability": 0.703,
"demand_pressure": 0.597,
"entitlement_friction": 0.195,
"labor_shortage": 0.916,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-101943",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "9975eb4c-aebd-4ac4-84f5-7a99007a08c3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.163,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.402,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 3.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-E4EB43145C",
"grid_service_limit_mw": 20.48,
"gross_sqft": 1217638,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.348,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.534,
"nearby_nodes": 4,
"network_redundancy_score": 0.571,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -94330,
"annualized_revenue_impact_usd": -139162,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 488442,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.55
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.735,
"capital_availability": 0.348,
"demand_pressure": 0.629,
"entitlement_friction": 0.534,
"labor_shortage": 0.852,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101944",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "f326804c-b1a5-4d4f-8f98-bb0fe9fb0a34"
} | {
"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": 8.3,
"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": 0.294,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.194,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.63,
"battery_mwh": 11.47,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-9B940DF4C2",
"grid_service_limit_mw": 20.85,
"gross_sqft": 873228,
"infill_site": true,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.37,
"nearby_nodes": 6,
"network_redundancy_score": 0.604,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1824030,... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": -7125,
"annualized_revenue_impact_usd": -9721,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 465198,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.04
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.325,
"demand_pressure": 0.594,
"entitlement_friction": 0.37,
"labor_shortage": 0.704,
"portfolio_tightness": 0.397,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101945",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:19:00Z",
"trace_id": "0d58fa49-7179-4469-ae62-009833db966f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": -0.007,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.76,
"battery_mwh": 6.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-373118EDAA",
"grid_service_limit_mw": 19.69,
"gross_sqft": 592956,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.439,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.123,
"nearby_nodes": 6,
"network_redundancy_score": 0.524,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2166431,... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.148
} | {
"annualized_noi_impact_usd": -81564,
"annualized_revenue_impact_usd": -112290,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 558877,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -1.4,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.47
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.401,
"capital_availability": 0.439,
"demand_pressure": 0.511,
"entitlement_friction": 0.123,
"labor_shortage": 0.716,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-101946",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "b9a6bf1f-d2de-4e09-b9e2-72c8237da505"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.127,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.28,
"battery_mwh": 2.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-AAFF740407",
"grid_service_limit_mw": 23.29,
"gross_sqft": 691352,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.611,
"nearby_nodes": 7,
"network_redundancy_score": 0.402,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 81.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": -1.31,
"tenant_expansion_probability": 0.32
... | {
"annualized_noi_impact_usd": -79742,
"annualized_revenue_impact_usd": -136272,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 549944,
"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": -3.15,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.17
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0.443,
"demand_pressure": 0.403,
"entitlement_friction": 0.611,
"labor_shortage": 0.925,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101947",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:56:00Z",
"trace_id": "e4748459-ce8d-4333-a429-35ae63f262a4"
} | {
"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": "power_constraint",
"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.14,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.273,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.77,
"battery_mwh": 10.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-C6B87E8F03",
"grid_service_limit_mw": 16.5,
"gross_sqft": 1380890,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.278,
"nearby_nodes": 5,
"network_redundancy_score": 0.412,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 28.4,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
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"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.362
} | {
"annualized_noi_impact_usd": 28301,
"annualized_revenue_impact_usd": 36680,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 421980,
"expansion_capture_probability_post_event": 0.324,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.46
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.443,
"demand_pressure": 0.49,
"entitlement_friction": 0.278,
"labor_shortage": 0.456,
"portfolio_tightness": 0.32,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101948",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "85e53deb-4096-4e53-a3a0-a0ff7fc60472"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.041,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.68,
"battery_mwh": 11.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-A2F8FE07CA",
"grid_service_limit_mw": 14.85,
"gross_sqft": 759098,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.511,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.915,
"nearby_nodes": 4,
"network_redundancy_score": 0.866,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 78.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": -0.14,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -425367,
"annualized_revenue_impact_usd": -582234,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 676126,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -4.13,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.35
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33
},
{
"action": "escalate_utility_interconnect",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.511,
"demand_pressure": 0.25,
"entitlement_friction": 0.915,
"labor_shortage": 0.908,
"portfolio_tightness": 0.582,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-101949",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "365ae4c0-0360-4c75-8c36-fa109a4c1216"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.001,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.69,
"battery_mwh": 3.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-01886D04B8",
"grid_service_limit_mw": 19.83,
"gross_sqft": 920012,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.734,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.098,
"nearby_nodes": 3,
"network_redundancy_score": 0.498,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 73.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 78.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
"occupancy_90d": 0.866,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -225152,
"annualized_revenue_impact_usd": -327565,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 526145,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -1.85,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.61
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.27
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.334,
"capital_availability": 0.734,
"demand_pressure": 0.236,
"entitlement_friction": 0.098,
"labor_shortage": 0.727,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101950",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:45:00Z",
"trace_id": "9a9484f6-dd9d-413f-ab2b-3d92a405e858"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.433,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.29,
"battery_mwh": 4.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-F3BDEE2B18",
"grid_service_limit_mw": 14.84,
"gross_sqft": 830736,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.308,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.478,
"nearby_nodes": 6,
"network_redundancy_score": 0.383,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.647
} | {
"annualized_noi_impact_usd": 39690,
"annualized_revenue_impact_usd": 54130,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 351378,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 1.09,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.41
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.564,
"capital_availability": 0.256,
"demand_pressure": 0.709,
"entitlement_friction": 0.478,
"labor_shortage": 0.674,
"portfolio_tightness": 0.336,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101951",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:45:00Z",
"trace_id": "de79377d-69c2-4fd5-9daa-81d5820f02df"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.215,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.381,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.52,
"battery_mwh": 8.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-1D4E57925A",
"grid_service_limit_mw": 26.19,
"gross_sqft": 982880,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.734,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.156,
"nearby_nodes": 3,
"network_redundancy_score": 0.539,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -86728,
"annualized_revenue_impact_usd": -134512,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 518958,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.37,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.57
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.447,
"capital_availability": 0.734,
"demand_pressure": 0.339,
"entitlement_friction": 0.156,
"labor_shortage": 1,
"portfolio_tightness": 0.504,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-101952",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "c710fd62-d59e-4f09-b3c5-93be252c9eae"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.129,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.29,
"battery_mwh": 5.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-366C219EF8",
"grid_service_limit_mw": 18.12,
"gross_sqft": 847547,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.633,
"nearby_nodes": 6,
"network_redundancy_score": 0.55,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 79.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -172846,
"annualized_revenue_impact_usd": -258245,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 632548,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -2.11,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.28
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.88
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.407,
"capital_availability": 0.594,
"demand_pressure": 0.318,
"entitlement_friction": 0.633,
"labor_shortage": 0.658,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101953",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "c5048607-aa58-4c53-9994-da7c243afb54"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.27,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.56,
"battery_mwh": 0.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-7BD7C1188F",
"grid_service_limit_mw": 26.48,
"gross_sqft": 1083874,
"infill_site": false,
"lease_expiry_months": 17,
"o... | {
"capital_availability": 0.038,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.133,
"nearby_nodes": 5,
"network_redundancy_score": 0.37,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -77390,
"annualized_revenue_impact_usd": -131418,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 570109,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.5,
"occupancy_shift": -0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.11
},
{
"action": "shift_overflow_to_sate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.038,
"demand_pressure": 0.432,
"entitlement_friction": 0.133,
"labor_shortage": 0.808,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-101954",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:06:00Z",
"trace_id": "1dccfc46-4553-436e-86a5-906b97b75186"
} | {
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.195,
"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": 0.37,
"battery_mwh": 2.71,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-6F3C814BF3",
"grid_service_limit_mw": 19.24,
"gross_sqft": 1032033,
"infill_site": true,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.645,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.269,
"nearby_nodes": 7,
"network_redundancy_score": 0.696,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -114687,
"annualized_revenue_impact_usd": -150768,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 642735,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.66
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.645,
"demand_pressure": 0.5,
"entitlement_friction": 0.269,
"labor_shortage": 0.764,
"portfolio_tightness": 0.447,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101955",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "695b5954-c499-413a-bc16-a8e612e7a275"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.067,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.58,
"battery_mwh": 5.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-C80986D277",
"grid_service_limit_mw": 23.01,
"gross_sqft": 403520,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.398,
"nearby_nodes": 4,
"network_redundancy_score": 0.724,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 72.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 78.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
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"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.224
} | {
"annualized_noi_impact_usd": -68308,
"annualized_revenue_impact_usd": -97691,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 531582,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -2.46,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.95
},
{
"action": "acti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.234,
"demand_pressure": 0.262,
"entitlement_friction": 0.398,
"labor_shortage": 0.622,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-101956",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "4060df0a-8f52-4671-a394-1506937d4685"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.61,
"service_level_target": 0.95,
"... | {
"automation_penetration": 0.24,
"battery_mwh": 11.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-E44E3272EF",
"grid_service_limit_mw": 17.32,
"gross_sqft": 1494843,
"infill_site": false,
"lease_expiry_months": 10... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.298,
"nearby_nodes": 4,
"network_redundancy_score": 0.43,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.4,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 5.8,
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} | {
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"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 3.84,
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"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 45.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.18
},
{
"action": "activate_temp_... | {
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"demand_pressure": 0.835,
"entitlement_friction": 0.298,
"labor_shortage": 0.929,
"portfolio_tightness": 0.525,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-101957",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "09114c9e-4f02-49c4-9843-d5a773f5484f"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.175,
"seasonality": 0.33,
"... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-47FC2FE608",
"grid_service_limit_mw": 7.4,
"gross_sqft": 570964,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.573,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"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": "high",
"forecast_pressure_... | {
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"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 0.21,
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... | {
"annualized_noi_impact_usd": -187037,
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"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -3.21,
"occupancy_shift": -0.007,
"service_penalty_r... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.5
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.953,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101958",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:51:00Z",
"trace_id": "3070c194-b6a1-4fac-92fc-a6459b7f8793"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 7.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-C720337367",
"grid_service_limit_mw": 10.48,
"gross_sqft": 404629,
"infill_site": false,
"lease_expiry_months": 62,
"occup... | {
"capital_availability": 0.602,
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"nearby_nodes": 7,
"network_redundancy_score": 0.459,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.308
} | {
"annualized_noi_impact_usd": -23364,
"annualized_revenue_impact_usd": -32499,
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"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.9
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.602,
"demand_pressure": 0.557,
"entitlement_friction": 0.447,
"labor_shortage": 0.779,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-101959",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:54:00Z",
"trace_id": "6da71fe4-d503-434a-9c3d-d518e5ffdc97"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-6F176145ED",
"grid_service_limit_mw": 18.5,
"gross_sqft": 399058,
"infill_site": false,
"lease_expiry_months": 65,
"occupanc... | {
"capital_availability": 0.129,
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"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.401,
"nearby_nodes": 7,
"network_redundancy_score": 0.37,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.303
... | {
"annualized_noi_impact_usd": -54047,
"annualized_revenue_impact_usd": -77549,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 436690,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -2.35,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.82
},
{
"action": "defer_noncritica... | {
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"friction_profile": {
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"capital_availability": 0.129,
"demand_pressure": 0.458,
"entitlement_friction": 0.401,
"labor_shortage": 1,
"portfolio_tightness": 0.44,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-101960",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:58:00Z",
"trace_id": "0acff5df-42f2-497c-a19e-3eaf81d84986"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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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": 0.076,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.69,
"battery_mwh": 6.27,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-35C4A2DE2B",
"grid_service_limit_mw": 12.73,
"gross_sqft": 396341,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.847,
"nearby_nodes": 3,
"network_redundancy_score": 0.71,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.79,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 93609,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 735330,
"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.07
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.288,
"demand_pressure": 0.521,
"entitlement_friction": 0.847,
"labor_shortage": 0.736,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-101961",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:27:00Z",
"trace_id": "499a65a0-9e20-4bd7-b1d1-9425ac2c3692"
} | {
"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": 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": 0.374,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 2.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-BF35850AE8",
"grid_service_limit_mw": 23.07,
"gross_sqft": 746295,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
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"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.319,
"nearby_nodes": 4,
"network_redundancy_score": 0.324,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1843692... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 91.5,
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"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"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": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 44.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.69
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.977,
"entitlement_friction": 0.319,
"labor_shortage": 0.707,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-101962",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "35d3f124-71ad-4dc5-9ea1-e4e178310c56"
} | {
"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",
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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"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 0.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-6D80ECA08A",
"grid_service_limit_mw": 20.44,
"gross_sqft": 598541,
"infill_site": true,
"lease_expiry_months": 29,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.167,
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"nearby_nodes": 3,
"network_redundancy_score": 0.311,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -109031,
"annualized_revenue_impact_usd": -158692,
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"decision_horizon_days": 60,
"estimated_capex_usd": 632689,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -2.08,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.9
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.574,
"demand_pressure": 0.431,
"entitlement_friction": 0.142,
"labor_shortage": 0.839,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-101963",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:10:00Z",
"trace_id": "b5a01b3b-3cda-492d-96e0-72366979dfd4"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.235,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 8.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-48878B995E",
"grid_service_limit_mw": 10.85,
"gross_sqft": 1163401,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.878,
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"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.52,
"nearby_nodes": 3,
"network_redundancy_score": 0.348,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 78.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"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": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": -1.31,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.102
} | {
"annualized_noi_impact_usd": -236951,
"annualized_revenue_impact_usd": -334226,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.47,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.09
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.728,
"capital_availability": 0.268,
"demand_pressure": 0.277,
"entitlement_friction": 0.52,
"labor_shortage": 0.539,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101964",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "5ba975d4-41d7-42fc-81d0-25dfbb09bd9f"
} | {
"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": "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": false,
"growth_rate": 0.003,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.6,
"battery_mwh": 5.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-78C2CF25FF",
"grid_service_limit_mw": 11.2,
"gross_sqft": 1226255,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.72,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.291,
"nearby_nodes": 8,
"network_redundancy_score": 0.566,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 77.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": -0.42,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -336339,
"annualized_revenue_impact_usd": -471032,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 544202,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.61,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.66
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.78
},
{
"action": "hold_service_levels... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.72,
"demand_pressure": 0.205,
"entitlement_friction": 0.291,
"labor_shortage": 0.514,
"portfolio_tightness": 0.445,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101965",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "c2138bf2-e1bd-4b5d-961a-be4157fb288b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.017,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.471,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.54,
"battery_mwh": 1.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-E6BDA04FA7",
"grid_service_limit_mw": 10.52,
"gross_sqft": 1310033,
"infill_site": true,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.082,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.644,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.268,
"nearby_nodes": 5,
"network_redundancy_score": 0.501,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -407062,
"annualized_revenue_impact_usd": -590883,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 567662,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.97
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.5
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.082,
"demand_pressure": 0.347,
"entitlement_friction": 0.268,
"labor_shortage": 0.795,
"portfolio_tightness": 0.682,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101966",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:27:00Z",
"trace_id": "6f50b5da-eb12-4a5b-98de-26e72a38d639"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.002,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.153,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.4,
"battery_mwh": 1.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-9685BB0CBF",
"grid_service_limit_mw": 23.54,
"gross_sqft": 1058815,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.421,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.703,
"nearby_nodes": 7,
"network_redundancy_score": 0.549,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 172365... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": -1.27,
"rent_growth_90d_pct": -0.44,
"tenant_expansion_probability": 0.156
... | {
"annualized_noi_impact_usd": -314684,
"annualized_revenue_impact_usd": -428289,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 519368,
"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -3.71,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.92
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.421,
"demand_pressure": 0.31,
"entitlement_friction": 0.703,
"labor_shortage": 0.927,
"portfolio_tightness": 0.353,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-101967",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "17b0db25-b82d-470f-b03f-f49e61f28abc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.212,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.44,
"battery_mwh": 8.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-9E61283B97",
"grid_service_limit_mw": 23.52,
"gross_sqft": 1050981,
"infill_site": true,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.249,
"nearby_nodes": 4,
"network_redundancy_score": 0.596,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 162857... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -60910,
"annualized_revenue_impact_usd": -83354,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 538062,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": -0.95,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.64
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.927,
"capital_availability": 0.129,
"demand_pressure": 0.617,
"entitlement_friction": 0.249,
"labor_shortage": 0.815,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-101968",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "2cf6fe34-35bc-4619-9dc1-1d2896eb47c7"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.434,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.81,
"battery_mwh": 2.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-47038855B4",
"grid_service_limit_mw": 18.9,
"gross_sqft": 1060564,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.345,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.197,
"nearby_nodes": 7,
"network_redundancy_score": 0.408,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.65
} | {
"annualized_noi_impact_usd": 136095,
"annualized_revenue_impact_usd": 224276,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 528554,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 4.19,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.86
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.345,
"demand_pressure": 0.79,
"entitlement_friction": 0.197,
"labor_shortage": 0.81,
"portfolio_tightness": 0.451,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101969",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "9d205dc4-6a1d-4fe5-a2db-e3ada8f51db3"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.4,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.191,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.25,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-DD36F142FA",
"grid_service_limit_mw": 11.44,
"gross_sqft": 900548,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.092,
"nearby_nodes": 6,
"network_redundancy_score": 0.847,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 90553... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.12,
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} | {
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"estimated_capex_usd": 427195,
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"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.013,
"service_penalty_risk_usd":... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.19
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.696,
"entitlement_friction": 0.092,
"labor_shortage": 0.679,
"portfolio_tightness": 0.329,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-101970",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:02:00Z",
"trace_id": "c2e2d1d1-9423-43a0-93af-e6c9745c838c"
} | {
"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": [
{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"retention_priority": "high",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 4.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-5564369820",
"grid_service_limit_mw": 10.7,
"gross_sqft": 1423700,
"infill_site": false,
"lease_expiry_months": 38,
... | {
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"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.739,
"nearby_nodes": 3,
"network_redundancy_score": 0.593,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 24... | [
{
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"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"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": 2.49,
"rent_growth_90d_pct": 4.21,
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} | {
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"lease_rate_change_pct": 2.21,
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{
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},
{
"action": "secure_pop_up_capacity",
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"score": 34.84
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.525,
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-101971",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:44:00Z",
"trace_id": "b18554a1-70ce-4df6-a66f-b31f059ccddf"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"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": 0.321,
"seasonality": 0.74,
"service_lev... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 21.55,
"gross_sqft": 676029,
"infill_site": false,
"lease_expiry_months": 59,
... | {
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"nearby_nodes": 3,
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
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"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.... | {
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.44
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{
"action": "delay_... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-101972",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:16:00Z",
"trace_id": "d4bce782-54a9-4433-81b3-1816d81707e2"
} | {
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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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},
{
"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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"retention_priority": "standard",
"risk_of_churn": 0.169,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F4C8C31947",
"grid_service_limit_mw": 22.58,
"gross_sqft": 430964,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.641,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 197734... | [
{
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"event_name": "PEAK_KW_SPIKE",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_rate_pct": ... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 4.11,
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} | {
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"lease_rate_change_pct": 3.26,
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"service_penalty_risk_usd... | {
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{
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"score": 46.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.03
},
{
"action": "secur... | {
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"capital_availability": 0.898,
"demand_pressure": 0.791,
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"labor_shortage": 0.661,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-101973",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "1f1c2e0b-4b68-4d93-ac4e-4ba9eb076225"
} | {
"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",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.24,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-B58A713DDC",
"grid_service_limit_mw": 17.57,
"gross_sqft": 788527,
"infill_site": true,
"lease_expiry_months": 61,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.835,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.2,
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"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 3.98,
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} | {
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"lease_rate_change_pct": 3.13,
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"service_penalty_risk_us... | {
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{
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"score": 29.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.49
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-101974",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "0c1e559c-23b6-45fa-b1ae-aae46b319ed4"
} | {
"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",
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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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 0.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-5A0E35EE41",
"grid_service_limit_mw": 17.23,
"gross_sqft": 549192,
"infill_site": false,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.393,
"nearby_nodes": 7,
"network_redundancy_score": 0.668,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 100202... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 86,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 3119,
"annualized_revenue_impact_usd": 4191,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 631409,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.17
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.348,
"capital_availability": 0.576,
"demand_pressure": 0.683,
"entitlement_friction": 0.393,
"labor_shortage": 0.77,
"portfolio_tightness": 0.397,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101975",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "153e874a-f16c-45bd-9606-fd20dcc100de"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.381,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.46,
"battery_mwh": 6.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-64530D25FF",
"grid_service_limit_mw": 20.57,
"gross_sqft": 1431936,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.479,
"nearby_nodes": 3,
"network_redundancy_score": 0.523,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 96.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 88.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": 0.608
} | {
"annualized_noi_impact_usd": 69084,
"annualized_revenue_impact_usd": 104842,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 526286,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.29
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.388,
"capital_availability": 0.609,
"demand_pressure": 0.782,
"entitlement_friction": 0.479,
"labor_shortage": 0.922,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-101976",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:48:00Z",
"trace_id": "6b8af3bf-a683-477b-930c-47697ca1120d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.214,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.307,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.52,
"battery_mwh": 1.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-8566F1F780",
"grid_service_limit_mw": 14.4,
"gross_sqft": 230306,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.807,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.251,
"nearby_nodes": 6,
"network_redundancy_score": 0.723,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -13380,
"annualized_revenue_impact_usd": -17895,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 557628,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 0.83,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.66
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.281,
"capital_availability": 0.807,
"demand_pressure": 0.506,
"entitlement_friction": 0.251,
"labor_shortage": 0.755,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101977",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "40900aff-cdd7-4bc2-97a8-fc7dd8874d2b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.229,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.13,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.56,
"battery_mwh": 0.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-BF62CAAD19",
"grid_service_limit_mw": 15.74,
"gross_sqft": 505404,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.238,
"nearby_nodes": 7,
"network_redundancy_score": 0.833,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 209615... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.412
} | {
"annualized_noi_impact_usd": -10222,
"annualized_revenue_impact_usd": -13705,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 523282,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.15
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.771,
"capital_availability": 0.562,
"demand_pressure": 0.523,
"entitlement_friction": 0.238,
"labor_shortage": 0.781,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101978",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "dba4379e-f9fb-4931-95e7-299db6b8e374"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.348,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.44,
"battery_mwh": 5.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-2708DB73E1",
"grid_service_limit_mw": 20.85,
"gross_sqft": 477558,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.061,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.234,
"nearby_nodes": 2,
"network_redundancy_score": 0.39,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 32071,
"annualized_revenue_impact_usd": 46906,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 547111,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.04
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.764,
"capital_availability": 0.061,
"demand_pressure": 0.716,
"entitlement_friction": 0.234,
"labor_shortage": 0.88,
"portfolio_tightness": 0.534,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-101979",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:35:00Z",
"trace_id": "89b0040f-064c-4489-a6f7-16ecf6330f1a"
} | {
"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": 8.3,
"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": 0.163,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.74,
"battery_mwh": 4.6,
"building_class": "class_a_plus",
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"dock_doors": 50,
"facility_id": "FAC-3D10E297F0",
"grid_service_limit_mw": 10.22,
"gross_sqft": 507080,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.529,
"nearby_nodes": 8,
"network_redundancy_score": 0.423,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"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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"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -11664,
"annualized_revenue_impact_usd": -18336,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -0.97,
"occupancy_shift": 0.02,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.03
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.669,
"demand_pressure": 0.795,
"entitlement_friction": 0.529,
"labor_shortage": 0.695,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101980",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:30:00Z",
"trace_id": "97749540-6987-4826-be47-bed362ef2226"
} | {
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"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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{
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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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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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": 0.452,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 6.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-9D757E1562",
"grid_service_limit_mw": 10.06,
"gross_sqft": 500945,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
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"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.409,
"nearby_nodes": 4,
"network_redundancy_score": 0.857,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 34... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
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"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 27417,
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"lease_rate_change_pct": 3.21,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.596,
"demand_pressure": 0.696,
"entitlement_friction": 0.409,
"labor_shortage": 0.69,
"portfolio_tightness": 0.364,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-101981",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:35:00Z",
"trace_id": "4409349a-9be9-4a70-aea8-d2fde0aac285"
} | {
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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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.393,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 4.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-C189A99F35",
"grid_service_limit_mw": 19.13,
"gross_sqft": 273154,
"infill_site": true,
"lease_expiry_months": 59,
"... | {
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"cross_node_rebalancing_capacity_pct": 0.185,
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"nearby_nodes": 8,
"network_redundancy_score": 0.435,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 4.24,
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} | {
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"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.92
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.79
},
{
"action": "s... | {
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"capital_availability": 0.424,
"demand_pressure": 0.647,
"entitlement_friction": 0.496,
"labor_shortage": 0.558,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101982",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "31d166ab-6942-4a48-922e-417307682028"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 11.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-128B8458CF",
"grid_service_limit_mw": 22.36,
"gross_sqft": 1300877,
"infill_site": false,
"lease_expiry_months": 50... | {
"capital_availability": 0.52,
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"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.218,
"nearby_nodes": 3,
"network_redundancy_score": 0.394,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 438822,... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -36922,
"annualized_revenue_impact_usd": -50240,
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"lease_rate_change_pct": -1.32,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.8
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.54
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.52,
"demand_pressure": 0.434,
"entitlement_friction": 0.218,
"labor_shortage": 0.656,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-101983",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:17:00Z",
"trace_id": "bd4a1989-b2d8-4a20-bd42-01101fad7370"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.223,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-2873A82482",
"grid_service_limit_mw": 7.43,
"gross_sqft": 1259458,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.778,
"cluster_utilization_pct": 0.901,
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"entitlement_friction": 0.567,
"nearby_nodes": 6,
"network_redundancy_score": 0.453,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 86... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.04,
"rent_growth_90d_pct": 7.37,
"tenant_expansion_probability": 0.441
} | {
"annualized_noi_impact_usd": 300240,
"annualized_revenue_impact_usd": 432901,
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"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 3.74,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.89
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.43
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.778,
"demand_pressure": 0.712,
"entitlement_friction": 0.567,
"labor_shortage": 0.609,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-101984",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:55:00Z",
"trace_id": "9f5a95b9-41f3-40cd-96ef-b53b53395cb3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.149,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
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"risk_of_churn": 0.03,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.23,
"battery_mwh": 5.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-B9997F4C02",
"grid_service_limit_mw": 13.23,
"gross_sqft": 886047,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.706,
"nearby_nodes": 6,
"network_redundancy_score": 0.61,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 808249,... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": -0.83,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0.258... | {
"annualized_noi_impact_usd": -99693,
"annualized_revenue_impact_usd": -154679,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 690518,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -2.76,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.81
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.95
},
{
"action": "lock_pow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.073,
"demand_pressure": 0.381,
"entitlement_friction": 0.706,
"labor_shortage": 0.792,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-101985",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:53:00Z",
"trace_id": "d6a8517f-d051-4fff-a827-2dd5327ade65"
} | {
"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": 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": false,
"growth_rate": -0.009,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.35,
"battery_mwh": 5.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-B0AC8FDF1F",
"grid_service_limit_mw": 16.91,
"gross_sqft": 595498,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.372,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.315,
"nearby_nodes": 8,
"network_redundancy_score": 0.417,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 78.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": -0.61,
"rent_growth_90d_pct": -0.96,
"tenant_expansion_probability": 0.116
} | {
"annualized_noi_impact_usd": -193681,
"annualized_revenue_impact_usd": -270727,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 580048,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.23,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.51
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.372,
"demand_pressure": 0.291,
"entitlement_friction": 0.315,
"labor_shortage": 0.831,
"portfolio_tightness": 0.331,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101986",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "385c8082-776e-43ab-92cd-abfdb525dd4d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.246,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.55,
"battery_mwh": 8.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-324123E834",
"grid_service_limit_mw": 16.13,
"gross_sqft": 189062,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.145,
"nearby_nodes": 8,
"network_redundancy_score": 0.452,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1687018... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.44... | {
"annualized_noi_impact_usd": -2060,
"annualized_revenue_impact_usd": -2860,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 567237,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.28
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.603,
"demand_pressure": 0.668,
"entitlement_friction": 0.145,
"labor_shortage": 0.748,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101987",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:22:00Z",
"trace_id": "e2564b70-cec8-4913-85d2-383e8a563878"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.281,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.68,
"battery_mwh": 1.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-471C28B8A4",
"grid_service_limit_mw": 12.03,
"gross_sqft": 293385,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.701,
"nearby_nodes": 7,
"network_redundancy_score": 0.454,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.56,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 16205,
"annualized_revenue_impact_usd": 24314,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 462451,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.34
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.155,
"demand_pressure": 0.645,
"entitlement_friction": 0.701,
"labor_shortage": 0.844,
"portfolio_tightness": 0.328,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101988",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "e62b3bda-0439-4d6b-8e1b-67933bf737bd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"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": 0.447,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.69,
"battery_mwh": 11.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-6FD5F0E471",
"grid_service_limit_mw": 17.87,
"gross_sqft": 641806,
"infill_site": false,
"lease_expiry_months": 27,
"oc... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.389,
"nearby_nodes": 5,
"network_redundancy_score": 0.446,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 308224... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 88.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.694
} | {
"annualized_noi_impact_usd": 89827,
"annualized_revenue_impact_usd": 148795,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 483776,
"expansion_capture_probability_post_event": 0.623,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.689,
"capital_availability": 0.676,
"demand_pressure": 0.801,
"entitlement_friction": 0.389,
"labor_shortage": 0.769,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-101989",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:08:00Z",
"trace_id": "210f2294-601e-4a5f-b55f-716bfa12b8ce"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.317,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.54,
"battery_mwh": 6.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-EF6DB67024",
"grid_service_limit_mw": 13.96,
"gross_sqft": 563043,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.323,
"nearby_nodes": 3,
"network_redundancy_score": 0.381,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -89562,
"annualized_revenue_impact_usd": -142413,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 525548,
"expansion_capture_probability_post_event": 0.092,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.41
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.314,
"demand_pressure": 0.418,
"entitlement_friction": 0.323,
"labor_shortage": 0.839,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-101990",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "20ff322b-710f-4088-b61b-2bc04ab450b4"
} | {
"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": "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": 0.321,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.374,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 11.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-B499F32392",
"grid_service_limit_mw": 7.29,
"gross_sqft": 187194,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.808,
"nearby_nodes": 6,
"network_redundancy_score": 0.783,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 862... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.2,
"dock_utilization_pct": 88.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 20440,
"annualized_revenue_impact_usd": 29429,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 586442,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.29
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.229,
"demand_pressure": 0.778,
"entitlement_friction": 0.808,
"labor_shortage": 0.894,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101991",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:38:00Z",
"trace_id": "9f8fab87-cd9b-4d66-a955-0b079fb6a274"
} | {
"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": 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": 0.084,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.42,
"battery_mwh": 8.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-4440881184",
"grid_service_limit_mw": 21.02,
"gross_sqft": 293862,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.873,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.552,
"nearby_nodes": 2,
"network_redundancy_score": 0.739,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.6,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": 38928,
"annualized_revenue_impact_usd": 51715,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 376333,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.04,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.36
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.374,
"capital_availability": 0.873,
"demand_pressure": 0.748,
"entitlement_friction": 0.552,
"labor_shortage": 0.501,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-101992",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:23:00Z",
"trace_id": "0db4add1-d9d3-4651-80c4-af70b9f5942b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"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": 0.166,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.115,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.47,
"battery_mwh": 4.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-D7A240F1F8",
"grid_service_limit_mw": 15.67,
"gross_sqft": 1208161,
"infill_site": true,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.558,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.705,
"nearby_nodes": 7,
"network_redundancy_score": 0.382,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 89.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -25192,
"annualized_revenue_impact_usd": -35980,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 729201,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 53.75
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.09
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.558,
"demand_pressure": 0.349,
"entitlement_friction": 0.705,
"labor_shortage": 0.695,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101993",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:31:00Z",
"trace_id": "c5405428-611a-4871-9391-2b34e7f13526"
} | {
"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": "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",
"expansion_request_open": false,
"growth_rate": 0.045,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.151,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 6.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-420AEFE14E",
"grid_service_limit_mw": 14.2,
"gross_sqft": 823926,
"infill_site": false,
"lease_expiry_months": 47,
"occup... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.64,
"nearby_nodes": 2,
"network_redundancy_score": 0.318,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 66... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.188
... | {
"annualized_noi_impact_usd": -96576,
"annualized_revenue_impact_usd": -163743,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 619964,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -1.94,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.31
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.1
},
{
"action": "shift_overflow_to_satellit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.677,
"demand_pressure": 0.384,
"entitlement_friction": 0.64,
"labor_shortage": 0.721,
"portfolio_tightness": 0.491,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-101994",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:04:00Z",
"trace_id": "b9961db7-a96e-49f0-8180-f0aa38eae96b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 8.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-E4C8474416",
"grid_service_limit_mw": 24.24,
"gross_sqft": 1390894,
"infill_site": false,
"lease_expiry_months": 33,
"o... | {
"capital_availability": 0.614,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.403,
"nearby_nodes": 8,
"network_redundancy_score": 0.819,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"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": "very_high",
"foreca... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.29,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.705
} | {
"annualized_noi_impact_usd": 236922,
"annualized_revenue_impact_usd": 366920,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 510349,
"expansion_capture_probability_post_event": 0.681,
"lease_rate_change_pct": 4.44,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.84
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.614,
"demand_pressure": 0.873,
"entitlement_friction": 0.403,
"labor_shortage": 0.453,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101995",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:06:00Z",
"trace_id": "90bd64b0-56e8-4b6b-9f04-7a82a857d924"
} | {
"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",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.297,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.28,
"battery_mwh": 9.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-BE31066118",
"grid_service_limit_mw": 20.96,
"gross_sqft": 484595,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.15,
"nearby_nodes": 2,
"network_redundancy_score": 0.441,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 798767,
... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 17483,
"annualized_revenue_impact_usd": 27867,
"cap_rate_pressure_pct": 0.01,
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"estimated_capex_usd": 453019,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 2.11,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.4
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.395,
"demand_pressure": 0.743,
"entitlement_friction": 0.15,
"labor_shortage": 0.587,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-101996",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:36:00Z",
"trace_id": "727a90f0-324e-47a6-9623-549bf8007bb3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": 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": 0.258,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 4.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-57E8EE5877",
"grid_service_limit_mw": 22.11,
"gross_sqft": 487874,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.802,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.472,
"nearby_nodes": 5,
"network_redundancy_score": 0.595,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 106257... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.9,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 35.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.39,
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 5.44,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": 3.76,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.18
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.802,
"demand_pressure": 0.658,
"entitlement_friction": 0.472,
"labor_shortage": 0.899,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101997",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:31:00Z",
"trace_id": "74b2ff15-fbbc-47df-814c-823557cdf0d4"
} | {
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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"
} | {
"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": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.273,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 7.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-BB0004E3C7",
"grid_service_limit_mw": 11.97,
"gross_sqft": 914623,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.412,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.238,
"nearby_nodes": 6,
"network_redundancy_score": 0.539,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 100,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 93.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.864,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 5.24,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.693... | {
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"annualized_revenue_impact_usd": 597213,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 3.24,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.99
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.744,
"capital_availability": 0.412,
"demand_pressure": 1,
"entitlement_friction": 0.238,
"labor_shortage": 0.968,
"portfolio_tightness": 0.696,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-101998",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "3f703145-7198-4cc2-be02-6b3108c0417c"
} | {
"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": 7.6,
"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": 0.336,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.213,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 11.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-F63A4B5327",
"grid_service_limit_mw": 13.89,
"gross_sqft": 833509,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.561,
"nearby_nodes": 5,
"network_redundancy_score": 0.633,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.938,
"rent_growth_30d_pct": 4.13,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.659... | {
"annualized_noi_impact_usd": 320300,
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"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 2.3,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.64
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.82
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.81,
"capital_availability": 0.487,
"demand_pressure": 0.628,
"entitlement_friction": 0.561,
"labor_shortage": 0.808,
"portfolio_tightness": 0.662,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-101999",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:04:00Z",
"trace_id": "50a02b56-8287-49fc-8d45-4ebd444deecc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.285,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.366,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 11.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-AA0942B5E0",
"grid_service_limit_mw": 14.85,
"gross_sqft": 391651,
"infill_site": false,
"lease_expiry_months": 8,
"occ... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.811,
"nearby_nodes": 8,
"network_redundancy_score": 0.73,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.84,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.12,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.624
... | {
"annualized_noi_impact_usd": 47177,
"annualized_revenue_impact_usd": 60613,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 489299,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.23
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.195,
"capital_availability": 0.581,
"demand_pressure": 0.648,
"entitlement_friction": 0.811,
"labor_shortage": 0.674,
"portfolio_tightness": 0.578,
... |
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