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": 0.797,
"id": "FORGE-104200",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:47:00Z",
"trace_id": "8a993c2a-3f26-44f5-956f-b835fde10c79"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.064,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.49,
"battery_mwh": 1.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-4FFE9AD509",
"grid_service_limit_mw": 21.08,
"gross_sqft": 495307,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.448,
"nearby_nodes": 6,
"network_redundancy_score": 0.399,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.9,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.259... | {
"annualized_noi_impact_usd": -30208,
"annualized_revenue_impact_usd": -41432,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 522585,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -1.88,
"occupancy_shift": 0.019,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.01
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.2
},
{
"action": "defe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.589,
"demand_pressure": 0.373,
"entitlement_friction": 0.448,
"labor_shortage": 0.532,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104201",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "3fd66bac-7d94-4273-bfef-2f4ddc67c0f7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.58,
"battery_mwh": 5.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-C3E70BE454",
"grid_service_limit_mw": 23.54,
"gross_sqft": 1020925,
"infill_site": true,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.13,
"nearby_nodes": 4,
"network_redundancy_score": 0.43,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1577863,
... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": 22388,
"annualized_revenue_impact_usd": 29566,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 596063,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.03,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.44
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.356,
"capital_availability": 0.581,
"demand_pressure": 0.533,
"entitlement_friction": 0.13,
"labor_shortage": 0.642,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-104202",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "e7c5e5eb-de89-48ca-814a-1eb76649080d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"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": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.77,
"battery_mwh": 10.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-9F45E433D8",
"grid_service_limit_mw": 21.48,
"gross_sqft": 912112,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.368,
"nearby_nodes": 7,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 142199... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 11669,
"annualized_revenue_impact_usd": 15187,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 418431,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 1.94,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.35
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.279,
"demand_pressure": 0.541,
"entitlement_friction": 0.368,
"labor_shortage": 0.604,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-104203",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:34:00Z",
"trace_id": "9c708538-40d2-4003-abdf-a1184d4e0995"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.01,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.359,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.56,
"battery_mwh": 9.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-5780E4846A",
"grid_service_limit_mw": 7.88,
"gross_sqft": 893987,
"infill_site": true,
"lease_expiry_months": 70,
"occupa... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.861,
"nearby_nodes": 3,
"network_redundancy_score": 0.729,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 140... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -190502,
"annualized_revenue_impact_usd": -248256,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 658844,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.61
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.37
},
{
"action": "deploy_peak_shaving... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.584,
"demand_pressure": 0.372,
"entitlement_friction": 0.861,
"labor_shortage": 0.662,
"portfolio_tightness": 0.723,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-104204",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "0ef4e04f-dbef-4e51-a33a-3c722afc7db2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.022,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.385,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.27,
"battery_mwh": 7.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-016CAACC2E",
"grid_service_limit_mw": 17.89,
"gross_sqft": 964006,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.717,
"nearby_nodes": 3,
"network_redundancy_score": 0.665,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26,
"dock_utilization_pct": 78.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 79.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -183774,
"annualized_revenue_impact_usd": -252106,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 712164,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -2.22,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.64
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.22
},
{
"action": "escalate_utility_inte... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.575,
"demand_pressure": 0.293,
"entitlement_friction": 0.717,
"labor_shortage": 0.518,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104205",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:50:00Z",
"trace_id": "67fc22b6-bc89-4bbe-aa1c-62cf82a04362"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.234,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.076,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.39,
"battery_mwh": 8.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-3CB4F8EF47",
"grid_service_limit_mw": 10.95,
"gross_sqft": 996742,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.686,
"nearby_nodes": 7,
"network_redundancy_score": 0.421,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 1.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": -26647,
"annualized_revenue_impact_usd": -41716,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 548616,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -1.2,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.78
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.512,
"capital_availability": 0.075,
"demand_pressure": 0.675,
"entitlement_friction": 0.686,
"labor_shortage": 0.736,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104206",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:43:00Z",
"trace_id": "58a7e3b9-fa36-4b17-9992-6bdbe2944d92"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.37,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.32,
"battery_mwh": 11.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-AE3E828F12",
"grid_service_limit_mw": 25.14,
"gross_sqft": 1241130,
"infill_site": false,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.158,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.494,
"nearby_nodes": 2,
"network_redundancy_score": 0.462,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 129852... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"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": 0.795,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 74247,
"annualized_revenue_impact_usd": 100717,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 413517,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.31
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.474,
"capital_availability": 0.158,
"demand_pressure": 0.67,
"entitlement_friction": 0.494,
"labor_shortage": 0.754,
"portfolio_tightness": 0.461,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104207",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:59:00Z",
"trace_id": "4076d9a7-ca7f-48c5-b7a0-10a751b3104b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.187,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.49,
"battery_mwh": 11.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-4D93CAB3BF",
"grid_service_limit_mw": 19.69,
"gross_sqft": 258889,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.053,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.648,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.159,
"nearby_nodes": 6,
"network_redundancy_score": 0.411,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 41654,... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": -16339,
"annualized_revenue_impact_usd": -24984,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 440124,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -0.92,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.053,
"demand_pressure": 0.495,
"entitlement_friction": 0.159,
"labor_shortage": 0.998,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-104208",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:00:00Z",
"trace_id": "85cef605-4e7a-46d2-9fb2-552c1e2ee9ec"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"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": 0.3,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.18,
"battery_mwh": 2.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-AA09C31AF1",
"grid_service_limit_mw": 14.94,
"gross_sqft": 1239085,
"infill_site": false,
"lease_expiry_months": 59,
"oc... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.258,
"nearby_nodes": 2,
"network_redundancy_score": 0.364,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -59003,
"annualized_revenue_impact_usd": -85966,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 738186,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.64
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.063,
"demand_pressure": 0.575,
"entitlement_friction": 0.258,
"labor_shortage": 0.931,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-104209",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "f6b402c4-e282-488c-a8d9-add7b7731923"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.007,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.413,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.41,
"battery_mwh": 9.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-128F8D3F0A",
"grid_service_limit_mw": 12.32,
"gross_sqft": 833498,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.724,
"nearby_nodes": 3,
"network_redundancy_score": 0.613,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 6.33,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -26831,
"annualized_revenue_impact_usd": -41128,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 525023,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.68
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.94
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.355,
"demand_pressure": 0.444,
"entitlement_friction": 0.724,
"labor_shortage": 0.704,
"portfolio_tightness": 0.655,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-104210",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "cf8cbfd4-325b-42c2-a5c1-8fe1bdb4246b"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.207,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 9.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-CBEF114D1D",
"grid_service_limit_mw": 13.02,
"gross_sqft": 418808,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.422,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.214,
"nearby_nodes": 5,
"network_redundancy_score": 0.454,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 986857... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -21887,
"annualized_revenue_impact_usd": -29070,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 345247,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": 0.39,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.62
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.941,
"capital_availability": 0.422,
"demand_pressure": 0.466,
"entitlement_friction": 0.214,
"labor_shortage": 0.615,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104211",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:41:00Z",
"trace_id": "fd5f330f-5c72-4d20-85cf-a73aa3540fc0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.41,
"battery_mwh": 3.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-1581F277D4",
"grid_service_limit_mw": 6.96,
"gross_sqft": 1195072,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.813,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.859,
"nearby_nodes": 2,
"network_redundancy_score": 0.335,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 77... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 88.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 32.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 2.9,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 5.64,
"rent_growth_90d_pct": 7.61,
"tenant_expansion_probability": 0.763
} | {
"annualized_noi_impact_usd": 1033036,
"annualized_revenue_impact_usd": 1335289,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 551488,
"expansion_capture_probability_post_event": 0.711,
"lease_rate_change_pct": 5.11,
"occupancy_shift": 0.039,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.78
},
{
"action": "raise_priorit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.813,
"demand_pressure": 0.734,
"entitlement_friction": 0.859,
"labor_shortage": 0.88,
"portfolio_tightness": 0.728,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104212",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:31:00Z",
"trace_id": "252e81b0-3b1c-4c58-984e-aa523b946807"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.66,
"battery_mwh": 6.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-D7C85188AF",
"grid_service_limit_mw": 7.99,
"gross_sqft": 648757,
"infill_site": true,
"lease_expiry_months": 60,
"o... | {
"capital_availability": 0.403,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.35,
"nearby_nodes": 6,
"network_redundancy_score": 0.504,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 138... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.79,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -433046,
"annualized_revenue_impact_usd": -560637,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 765011,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -3,
"occupancy_shift": -0.022,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.21
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.57
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.267,
"capital_availability": 0.403,
"demand_pressure": 0.276,
"entitlement_friction": 0.35,
"labor_shortage": 0.885,
"portfolio_tightness": 0.702,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104213",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T07:11:00Z",
"trace_id": "c1d352b7-1110-489d-a58b-1990bb707dfe"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.316,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.203,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 3.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-61112EA7C1",
"grid_service_limit_mw": 7.74,
"gross_sqft": 427164,
"infill_site": true,
"lease_expiry_months": 30,
"occupa... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.237,
"nearby_nodes": 7,
"network_redundancy_score": 0.447,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 533... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 4.97,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 121320,
"annualized_revenue_impact_usd": 165574,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 593716,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.1
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.518,
"capital_availability": 0.336,
"demand_pressure": 0.963,
"entitlement_friction": 0.237,
"labor_shortage": 0.75,
"portfolio_tightness": 0.645,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-104214",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:00:00Z",
"trace_id": "ada18889-db16-497c-bca7-78dc61f5df21"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.382,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.299,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.76,
"battery_mwh": 1.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-AC2B368A8F",
"grid_service_limit_mw": 14.22,
"gross_sqft": 933925,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.152,
"nearby_nodes": 7,
"network_redundancy_score": 0.572,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 1.02,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 79528,
"annualized_revenue_impact_usd": 107424,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 355170,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.007,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.459,
"demand_pressure": 0.644,
"entitlement_friction": 0.152,
"labor_shortage": 0.641,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-104215",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:38:00Z",
"trace_id": "704d8c2d-ad10-41f0-8047-914721f18b35"
} | {
"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,
"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": 0.287,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.59,
"battery_mwh": 7.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-63E9958AA3",
"grid_service_limit_mw": 16.58,
"gross_sqft": 625729,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.071,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.632,
"nearby_nodes": 4,
"network_redundancy_score": 0.442,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1849074... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
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"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": -19006,
"annualized_revenue_impact_usd": -24465,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 522387,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": -0.22,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.76
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.071,
"demand_pressure": 0.581,
"entitlement_friction": 0.632,
"labor_shortage": 0.611,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-104216",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:22:00Z",
"trace_id": "016bd272-7797-4c94-8135-6ddd15b62c4b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.404,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.5,
"battery_mwh": 7.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-DFDA5F0718",
"grid_service_limit_mw": 13.02,
"gross_sqft": 1008858,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.834,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.456,
"nearby_nodes": 6,
"network_redundancy_score": 0.413,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.97,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 4.03,
"rent_growth_90d_pct": 6.04,
"tenant_expansion_probability": 0.756
} | {
"annualized_noi_impact_usd": 572638,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.693,
"lease_rate_change_pct": 4.05,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.93
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.834,
"demand_pressure": 0.532,
"entitlement_friction": 0.456,
"labor_shortage": 1,
"portfolio_tightness": 0.586,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-104217",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:25:00Z",
"trace_id": "8494e9f7-b7a8-4593-9f22-c004eb1e6a69"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.3,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.346,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.79,
"battery_mwh": 2.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-12B7BB67B8",
"grid_service_limit_mw": 9.72,
"gross_sqft": 495582,
"infill_site": false,
"lease_expiry_months": 65,
"occup... | {
"capital_availability": 0.166,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.474,
"nearby_nodes": 7,
"network_redundancy_score": 0.396,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85,
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"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.4,
"shift_fill_ra... | {
"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": 2.67,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 55050,
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"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.81
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.166,
"demand_pressure": 0.728,
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"labor_shortage": 1,
"portfolio_tightness": 0.589,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-104218",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:08:00Z",
"trace_id": "d07495fb-5a95-4be2-ac67-d05d40a9abec"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.045,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.292,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.62,
"battery_mwh": 9.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-8B03264D6F",
"grid_service_limit_mw": 11.7,
"gross_sqft": 643148,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.717,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.231,
"nearby_nodes": 8,
"network_redundancy_score": 0.346,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.243
} | {
"annualized_noi_impact_usd": -135571,
"annualized_revenue_impact_usd": -230015,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 617286,
"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": -0.57,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.92
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.717,
"demand_pressure": 0.386,
"entitlement_friction": 0.231,
"labor_shortage": 1,
"portfolio_tightness": 0.582,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104219",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:59:00Z",
"trace_id": "36a2fb44-e307-4b02-9c73-7e2f56d3ec33"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.33,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.27,
"battery_mwh": 5.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-D2DDA594D5",
"grid_service_limit_mw": 15.15,
"gross_sqft": 1228617,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.854,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.398,
"nearby_nodes": 6,
"network_redundancy_score": 0.861,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 2.17,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 172814,
"annualized_revenue_impact_usd": 295767,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 542358,
"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.05
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.089,
"capital_availability": 0.854,
"demand_pressure": 0.625,
"entitlement_friction": 0.398,
"labor_shortage": 0.711,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-104220",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "10abf52e-f63c-49e2-8358-3f355758f242"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.022,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.32,
"battery_mwh": 1.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-82F77042A7",
"grid_service_limit_mw": 10.74,
"gross_sqft": 494571,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.785,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.222,
"nearby_nodes": 2,
"network_redundancy_score": 0.586,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 5.35,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -26738,
"annualized_revenue_impact_usd": -35795,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 518199,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": 1.27,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.14
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.64
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.785,
"demand_pressure": 0.528,
"entitlement_friction": 0.222,
"labor_shortage": 0.851,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104221",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:14:00Z",
"trace_id": "deadf04e-bb02-492e-9cdb-1fc0e2cb386b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"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": 0.376,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 9.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-6742D8A2ED",
"grid_service_limit_mw": 18.33,
"gross_sqft": 485674,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.406,
"nearby_nodes": 8,
"network_redundancy_score": 0.441,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 87,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.626
... | {
"annualized_noi_impact_usd": 28312,
"annualized_revenue_impact_usd": 42077,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 521012,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 44.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.54
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.318,
"demand_pressure": 0.695,
"entitlement_friction": 0.406,
"labor_shortage": 0.916,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-104222",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "7fd55082-2d5a-4c28-8f7f-d4094fe09d16"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"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": 0.353,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.079,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.2,
"battery_mwh": 5.65,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-4CB6D72F01",
"grid_service_limit_mw": 15.58,
"gross_sqft": 917347,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.631,
"nearby_nodes": 7,
"network_redundancy_score": 0.693,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 60.3,
"dock_utilization_pct": 92.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 4.55,
"rent_growth_90d_pct": 6.9,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 271103,
"annualized_revenue_impact_usd": 439480,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 596395,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 4.52,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.69
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.315,
"capital_availability": 0.509,
"demand_pressure": 0.96,
"entitlement_friction": 0.631,
"labor_shortage": 0.96,
"portfolio_tightness": 0.618,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104223",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:39:00Z",
"trace_id": "96e44824-e330-4da6-8f95-fb7645bb9a39"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.398,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.078,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.26,
"battery_mwh": 5.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-A8FF14790D",
"grid_service_limit_mw": 9.41,
"gross_sqft": 1507808,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.31,
"nearby_nodes": 2,
"network_redundancy_score": 0.478,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 87.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.66
} | {
"annualized_noi_impact_usd": 436715,
"annualized_revenue_impact_usd": 737766,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 544629,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 2.44,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.29
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.553,
"capital_availability": 0.431,
"demand_pressure": 0.712,
"entitlement_friction": 0.31,
"labor_shortage": 0.975,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-104224",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "774d82bd-3c09-47a6-b61b-dbe424c7bf3f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.435,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.79,
"battery_mwh": 7.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-16DEBE5B29",
"grid_service_limit_mw": 18.36,
"gross_sqft": 1242532,
"infill_site": false,
"lease_expiry_months": 38,
"o... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.159,
"nearby_nodes": 4,
"network_redundancy_score": 0.64,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 143754,
"annualized_revenue_impact_usd": 186662,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 483797,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.687,
"capital_availability": 0.487,
"demand_pressure": 0.741,
"entitlement_friction": 0.159,
"labor_shortage": 0.843,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-104225",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:19:00Z",
"trace_id": "8037600e-ecba-4f88-a013-ea979ab16387"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.089,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.324,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.34,
"battery_mwh": 0.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-69529A5F27",
"grid_service_limit_mw": 14.92,
"gross_sqft": 407214,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.718,
"nearby_nodes": 6,
"network_redundancy_score": 0.734,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 282880,... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -23223,
"annualized_revenue_impact_usd": -34474,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 662366,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -2.29,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.79
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.19
},
{
"action": "delay_spec_developm... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.242,
"demand_pressure": 0.384,
"entitlement_friction": 0.718,
"labor_shortage": 0.525,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-104226",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "4e293953-566f-4ebc-baae-cdb7e0670f5d"
} | {
"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,
"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": -0.034,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.187,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.69,
"battery_mwh": 8.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-421C1EB42D",
"grid_service_limit_mw": 24.11,
"gross_sqft": 738709,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.433,
"nearby_nodes": 4,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 178252... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 77.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.868,
"rent_growth_30d_pct": -0.85,
"rent_growth_90d_pct": -0.84,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -180834,
"annualized_revenue_impact_usd": -232785,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 626358,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.05,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.14
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.36
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.497,
"demand_pressure": 0.257,
"entitlement_friction": 0.433,
"labor_shortage": 0.576,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-104227",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "aa0ca5a6-880f-4fda-91a2-d1ae89220daf"
} | {
"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": 7.8,
"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": 0.013,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.81,
"battery_mwh": 8.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-D0D0637F05",
"grid_service_limit_mw": 9.05,
"gross_sqft": 877501,
"infill_site": true,
"lease_expiry_months": 55,
"occup... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.445,
"nearby_nodes": 4,
"network_redundancy_score": 0.764,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 212... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"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": 2.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -222854,
"annualized_revenue_impact_usd": -344693,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 497811,
"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.5
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.388,
"demand_pressure": 0.401,
"entitlement_friction": 0.445,
"labor_shortage": 0.986,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-104228",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:25:00Z",
"trace_id": "eadec91d-8c0b-435b-871a-abee02bf406a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.058,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.202,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.58,
"battery_mwh": 11.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 148,
"facility_id": "FAC-623F777403",
"grid_service_limit_mw": 16.31,
"gross_sqft": 1482398,
"infill_site": false,
"lease_expiry_months": 41,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.644,
"nearby_nodes": 7,
"network_redundancy_score": 0.558,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.135
} | {
"annualized_noi_impact_usd": -310065,
"annualized_revenue_impact_usd": -517945,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 45,
"estimated_capex_usd": 687612,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.17
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.5
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.963,
"capital_availability": 0,
"demand_pressure": 0.432,
"entitlement_friction": 0.644,
"labor_shortage": 0.667,
"portfolio_tightness": 0.479,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104229",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:00:00Z",
"trace_id": "e76bd601-8402-40c9-a21a-16382ceca0cc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.03,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.279,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.28,
"battery_mwh": 11.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-C3765D490B",
"grid_service_limit_mw": 13.36,
"gross_sqft": 542128,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.557,
"nearby_nodes": 2,
"network_redundancy_score": 0.845,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 78.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -88407,
"annualized_revenue_impact_usd": -152410,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 516989,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -1.44,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.29
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.537,
"demand_pressure": 0.264,
"entitlement_friction": 0.557,
"labor_shortage": 1,
"portfolio_tightness": 0.45,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-104230",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:39:00Z",
"trace_id": "83ac3736-e93a-40ab-8c69-4ec27175ece7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.431,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.49,
"battery_mwh": 10.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-3DCC1F2341",
"grid_service_limit_mw": 15.07,
"gross_sqft": 1119891,
"infill_site": true,
"lease_expiry_months": 68,
"o... | {
"capital_availability": 0.472,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.134,
"nearby_nodes": 5,
"network_redundancy_score": 0.838,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 100812... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"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": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.796
} | {
"annualized_noi_impact_usd": 350658,
"annualized_revenue_impact_usd": 461764,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 326114,
"expansion_capture_probability_post_event": 0.791,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.07
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.472,
"demand_pressure": 0.667,
"entitlement_friction": 0.134,
"labor_shortage": 0.633,
"portfolio_tightness": 0.492,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-104231",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:12:00Z",
"trace_id": "325ea6d5-e1fd-4bfe-9a35-9a74de8dd894"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.1,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.5,
"battery_mwh": 6.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-07F1E3630F",
"grid_service_limit_mw": 7.37,
"gross_sqft": 1051797,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.332,
"nearby_nodes": 7,
"network_redundancy_score": 0.55,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 134... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -292359,
"annualized_revenue_impact_usd": -480448,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 667633,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -1.48,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.37
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.49
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.241,
"demand_pressure": 0.343,
"entitlement_friction": 0.332,
"labor_shortage": 0.83,
"portfolio_tightness": 0.701,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104232",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "478a214e-ca39-44b7-8fc9-735f54dd8a73"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.316,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.344,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 10.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-52A57CFBA6",
"grid_service_limit_mw": 11.33,
"gross_sqft": 493039,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.661,
"nearby_nodes": 6,
"network_redundancy_score": 0.553,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 18251,
"annualized_revenue_impact_usd": 27021,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 768982,
"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.09
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.104,
"capital_availability": 0.608,
"demand_pressure": 0.523,
"entitlement_friction": 0.661,
"labor_shortage": 0.566,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104233",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:57:00Z",
"trace_id": "03f96b9d-5137-4db8-b688-921adcdc38e3"
} | {
"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": "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",
"expansion_request_open": true,
"growth_rate": -0.003,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.21,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 1.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-4F0CC3EEB1",
"grid_service_limit_mw": 9.66,
"gross_sqft": 514523,
"infill_site": true,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.586,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.284,
"nearby_nodes": 8,
"network_redundancy_score": 0.53,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 3.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 4.58,
"rent_growth_90d_pct": 5.99,
"tenant_expansion_probability": 0.282
} | {
"annualized_noi_impact_usd": -1815,
"annualized_revenue_impact_usd": -2946,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 676196,
"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.74
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.04,
"capital_availability": 0.586,
"demand_pressure": 0.505,
"entitlement_friction": 0.284,
"labor_shortage": 0.797,
"portfolio_tightness": 0.619,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-104234",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:37:00Z",
"trace_id": "e7b491a5-a8ff-4f6a-a76e-724d659addfc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.162,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.319,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 6.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-6DB6238D16",
"grid_service_limit_mw": 14.89,
"gross_sqft": 862660,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.183,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.908,
"nearby_nodes": 8,
"network_redundancy_score": 0.41,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -69044,
"annualized_revenue_impact_usd": -90239,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 484351,
"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.33
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.183,
"demand_pressure": 0.464,
"entitlement_friction": 0.908,
"labor_shortage": 0.856,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-104235",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:09:00Z",
"trace_id": "b46b6718-d9de-4bc9-b2f8-d42ca0a8314d"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 3.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-FA591A7F24",
"grid_service_limit_mw": 9.9,
"gross_sqft": 246457,
"infill_site": true,
"lease_expiry_months": 41,
"occupa... | {
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"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.21,
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"nearby_nodes": 7,
"network_redundancy_score": 0.708,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 889... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill... | {
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"anomaly_score": 0.679,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.14
},
{
"action": "monitor_and_stage",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.569,
"entitlement_friction": 0.332,
"labor_shortage": 0.616,
"portfolio_tightness": 0.338,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-104236",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "d97ab354-9277-4dd9-961d-449166c0defe"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 12.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-C124C0AD8F",
"grid_service_limit_mw": 27.76,
"gross_sqft": 523196,
"infill_site": true,
"lease_expiry_months": 67,
... | {
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"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.691,
"nearby_nodes": 2,
"network_redundancy_score": 0.768,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 0.92,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 37.22
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.68
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.33,
"demand_pressure": 0.723,
"entitlement_friction": 0.691,
"labor_shortage": 0.567,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-104237",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "abcf31c8-ef7d-4dba-b5f6-c1f78a5ba83b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 0.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-7DAA7DB6D3",
"grid_service_limit_mw": 14.36,
"gross_sqft": 1190926,
"infill_site": true,
"lease_expiry_months": 31,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.571,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
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"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.502
} | {
"annualized_noi_impact_usd": 63984,
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"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.96
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.75
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.786,
"demand_pressure": 0.635,
"entitlement_friction": 0.603,
"labor_shortage": 0.646,
"portfolio_tightness": 0.322,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-104238",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "8b451a72-6ad4-4403-99db-758b0e332b4d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 3.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-957C833552",
"grid_service_limit_mw": 24.41,
"gross_sqft": 905135,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.657,
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"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.558,
"nearby_nodes": 2,
"network_redundancy_score": 0.421,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1769625... | [
{
"appointment_fill_pct": 90.6,
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"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 2.15,
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} | {
"annualized_noi_impact_usd": 22339,
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"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.54
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.657,
"demand_pressure": 0.519,
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"labor_shortage": 0.536,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-104239",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "edd5843a-3217-4fd6-ba07-3f8840d4286e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.088,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.21,
"battery_mwh": 9.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-5FBB9E50DF",
"grid_service_limit_mw": 8.14,
"gross_sqft": 558822,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.691,
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"nearby_nodes": 5,
"network_redundancy_score": 0.339,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 834... | [
{
"appointment_fill_pct": 91.5,
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"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 85.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 33.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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_pres... | {
"build_vs_buy_score": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 4.54,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.6
} | {
"annualized_noi_impact_usd": 98848,
"annualized_revenue_impact_usd": 166053,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 411553,
"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.036,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.85
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.407,
"capital_availability": 0.691,
"demand_pressure": 0.58,
"entitlement_friction": 0.76,
"labor_shortage": 0.784,
"portfolio_tightness": 0.702,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-104240",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "be1aa202-32f3-4eff-b130-f011965e0d21"
} | {
"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.018,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.6,
"battery_mwh": 2.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-5407BBFFE5",
"grid_service_limit_mw": 21.66,
"gross_sqft": 1183666,
"infill_site": true,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.462,
"nearby_nodes": 6,
"network_redundancy_score": 0.387,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 82,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -78100,
"annualized_revenue_impact_usd": -128534,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 414958,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -1.55,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.44
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.239,
"demand_pressure": 0.457,
"entitlement_friction": 0.462,
"labor_shortage": 0.879,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-104241",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:41:00Z",
"trace_id": "2191192d-fb2c-4a61-ad93-004943f4271d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.408,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.52,
"battery_mwh": 8.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-5A7ABD5A07",
"grid_service_limit_mw": 9.31,
"gross_sqft": 1009966,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.556,
"nearby_nodes": 3,
"network_redundancy_score": 0.819,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1988... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.99,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 6.54,
"rent_growth_90d_pct": 6.2,
"tenant_expansion_probability": 0.7... | {
"annualized_noi_impact_usd": 580600,
"annualized_revenue_impact_usd": 923331,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 613240,
"expansion_capture_probability_post_event": 0.679,
"lease_rate_change_pct": 4.17,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.49
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.208,
"capital_availability": 0.385,
"demand_pressure": 0.895,
"entitlement_friction": 0.556,
"labor_shortage": 0.763,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-104242",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:25:00Z",
"trace_id": "3fd29c89-9567-4a24-a360-d56feec35947"
} | {
"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": 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": 0.111,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.73,
"battery_mwh": 12.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-A786F5BA17",
"grid_service_limit_mw": 8.33,
"gross_sqft": 809787,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.317,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.447,
"nearby_nodes": 7,
"network_redundancy_score": 0.492,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.291
... | {
"annualized_noi_impact_usd": -113845,
"annualized_revenue_impact_usd": -153492,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 517765,
"expansion_capture_probability_post_event": 0.195,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.6
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.22
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.879,
"capital_availability": 0.317,
"demand_pressure": 0.415,
"entitlement_friction": 0.447,
"labor_shortage": 0.776,
"portfolio_tightness": 0.658,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104243",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:11:00Z",
"trace_id": "97bc59e9-2a92-4273-b68e-57c56cf3268b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.077,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.42,
"battery_mwh": 2.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-DBDE5B4A08",
"grid_service_limit_mw": 15.21,
"gross_sqft": 1313874,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.588,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.367,
"nearby_nodes": 8,
"network_redundancy_score": 0.378,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 179427,... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 78.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": -0.47,
"rent_growth_90d_pct": -0.52,
"tenant_expansion_probability": 0.178
} | {
"annualized_noi_impact_usd": -371195,
"annualized_revenue_impact_usd": -531476,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 673983,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -3.7,
"occupancy_shift": -0.023,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.99
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.55
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.588,
"demand_pressure": 0.277,
"entitlement_friction": 0.367,
"labor_shortage": 0.863,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-104244",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "76cd8d1e-78c2-4c95-a220-e01d3aebbe4e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.245,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.258,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.22,
"battery_mwh": 4.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-1E15B8F4EC",
"grid_service_limit_mw": 15.9,
"gross_sqft": 376702,
"infill_site": true,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.66,
"nearby_nodes": 3,
"network_redundancy_score": 0.795,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 170... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": -2111,
"annualized_revenue_impact_usd": -3130,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 532942,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.81
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.342,
"capital_availability": 0.22,
"demand_pressure": 0.514,
"entitlement_friction": 0.66,
"labor_shortage": 0.545,
"portfolio_tightness": 0.388,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-104245",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "d0d48561-338c-467b-8b69-207417f8d025"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.253,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.286,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 12.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-258CBB5350",
"grid_service_limit_mw": 12.82,
"gross_sqft": 411348,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.617,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.487,
"nearby_nodes": 8,
"network_redundancy_score": 0.746,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 84.5,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.67,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 99888,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 460903,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 2.14,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.07
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.8
},
{
"action": "shift... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.685,
"demand_pressure": 0.559,
"entitlement_friction": 0.487,
"labor_shortage": 0.64,
"portfolio_tightness": 0.575,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-104246",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:04:00Z",
"trace_id": "c33d6a1d-6855-4611-b337-124f4251b07d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.017,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.33,
"battery_mwh": 6.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-A9ED5FF2BA",
"grid_service_limit_mw": 11.03,
"gross_sqft": 1203052,
"infill_site": true,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.778,
"nearby_nodes": 7,
"network_redundancy_score": 0.397,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 904... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.116
} | {
"annualized_noi_impact_usd": -805618,
"annualized_revenue_impact_usd": -1267922,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 760334,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.4,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.59
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.316,
"demand_pressure": 0.266,
"entitlement_friction": 0.778,
"labor_shortage": 0.86,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-104247",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T07:42:00Z",
"trace_id": "20c68b2c-9dc0-4879-be3a-3b6364dc6c66"
} | {
"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": 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": 0.321,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.415,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.22,
"battery_mwh": 5.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-27DA093CA3",
"grid_service_limit_mw": 14.1,
"gross_sqft": 1270336,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.043,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.647,
"nearby_nodes": 4,
"network_redundancy_score": 0.644,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0.542
... | {
"annualized_noi_impact_usd": 23670,
"annualized_revenue_impact_usd": 40678,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 464114,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 0.25,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.97
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.894,
"capital_availability": 0.043,
"demand_pressure": 0.568,
"entitlement_friction": 0.647,
"labor_shortage": 0.638,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-104248",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "7c230d08-2d7a-4207-8084-5c01ea98d34a"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.362,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.5,
"battery_mwh": 6.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-3699AE8E48",
"grid_service_limit_mw": 15.72,
"gross_sqft": 927611,
"infill_site": true,
"lease_expiry_months": 37,
"occup... | {
"capital_availability": 0.769,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.66,
"nearby_nodes": 7,
"network_redundancy_score": 0.819,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -126997,
"annualized_revenue_impact_usd": -170985,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 415811,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": 0.26,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.84
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.301,
"capital_availability": 0.769,
"demand_pressure": 0.501,
"entitlement_friction": 0.66,
"labor_shortage": 0.893,
"portfolio_tightness": 0.689,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104249",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:51:00Z",
"trace_id": "4375e009-d349-4c7f-bfef-504dc94b464a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"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": 0.296,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 1.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-E1A1167D56",
"grid_service_limit_mw": 11.52,
"gross_sqft": 714220,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.785,
"cluster_utilization_pct": 0.921,
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"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.441,
"nearby_nodes": 6,
"network_redundancy_score": 0.37,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fil... | {
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"anomaly_score": 0.664,
"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": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 140726,
"annualized_revenue_impact_usd": 181731,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 472456,
"expansion_capture_probability_post_event": 0.607,
"lease_rate_change_pct": 2.79,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.33
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.785,
"demand_pressure": 0.646,
"entitlement_friction": 0.441,
"labor_shortage": 0.618,
"portfolio_tightness": 0.311,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104250",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:41:00Z",
"trace_id": "75f4888c-c414-452a-9581-3706c7bed2c5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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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": 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,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 6.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-56595EF20F",
"grid_service_limit_mw": 16.96,
"gross_sqft": 664875,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.546,
"nearby_nodes": 7,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 959252... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": -0.06,
"tenant_expansion_probability": 0.41... | {
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"annualized_revenue_impact_usd": -115509,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 662184,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -1.4,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.15
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.245,
"demand_pressure": 0.548,
"entitlement_friction": 0.546,
"labor_shortage": 0.703,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-104251",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "1b8e5987-c353-4f49-ba5d-48c87281a68f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.18,
"battery_mwh": 0.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-329030549B",
"grid_service_limit_mw": 11.31,
"gross_sqft": 1271650,
"infill_site": true,
"lease_expiry_months": 12,
"oc... | {
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"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.682,
"nearby_nodes": 6,
"network_redundancy_score": 0.321,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 61046,
"annualized_revenue_impact_usd": 79554,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 629534,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 2.2,
"occupancy_shift": -0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.83
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.412,
"demand_pressure": 0.599,
"entitlement_friction": 0.682,
"labor_shortage": 0.941,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-104252",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:51:00Z",
"trace_id": "98ee0f95-6ad8-4ce0-814b-526cf3d40b42"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 4.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-77236541D8",
"grid_service_limit_mw": 10.57,
"gross_sqft": 737552,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.124,
"nearby_nodes": 6,
"network_redundancy_score": 0.798,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.07,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -46255,
"annualized_revenue_impact_usd": -77928,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 396624,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.22
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.695,
"demand_pressure": 0.646,
"entitlement_friction": 0.124,
"labor_shortage": 0.732,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-104253",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:26:00Z",
"trace_id": "20e52c6d-9915-4ad7-a330-219cf3097db3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.214,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.222,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.75,
"battery_mwh": 9.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-142D1F9192",
"grid_service_limit_mw": 25.86,
"gross_sqft": 1152063,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.498,
"nearby_nodes": 2,
"network_redundancy_score": 0.622,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -90953,
"annualized_revenue_impact_usd": -135206,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 705593,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -1.01,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.32
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.451,
"demand_pressure": 0.515,
"entitlement_friction": 0.498,
"labor_shortage": 1,
"portfolio_tightness": 0.523,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-104254",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:18:00Z",
"trace_id": "e3a05396-446c-40d2-ad6d-302de5e3fb35"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.275,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.4,
"battery_mwh": 9.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-0FD449A859",
"grid_service_limit_mw": 17.84,
"gross_sqft": 1013282,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.251,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.439,
"nearby_nodes": 5,
"network_redundancy_score": 0.594,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.86,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.404... | {
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"annualized_revenue_impact_usd": -125226,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 682971,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -1.27,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.48
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.83
},
{
"action": "shift_overflow_to_satelli... | {
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"capital_availability": 0.251,
"demand_pressure": 0.619,
"entitlement_friction": 0.439,
"labor_shortage": 0.928,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-104255",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "71096a1b-b31e-4e12-a69a-d8d18a482df8"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.148,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.28,
"battery_mwh": 1.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-4DC9E2FEA4",
"grid_service_limit_mw": 12.32,
"gross_sqft": 972610,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.553,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.79,
"nearby_nodes": 8,
"network_redundancy_score": 0.466,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 85.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -24149,
"annualized_revenue_impact_usd": -31847,
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"decision_horizon_days": 90,
"estimated_capex_usd": 484022,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 34.95
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.43
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.553,
"demand_pressure": 0.593,
"entitlement_friction": 0.79,
"labor_shortage": 0.758,
"portfolio_tightness": 0.586,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104256",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:09:00Z",
"trace_id": "e2c0c2c4-20c7-4cf6-a922-884a52a85f40"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.295,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 3.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-47D0C5535D",
"grid_service_limit_mw": 17.96,
"gross_sqft": 970107,
"infill_site": true,
"lease_expiry_months": 50,
"occup... | {
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"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.658,
"nearby_nodes": 5,
"network_redundancy_score": 0.657,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.155
} | {
"annualized_noi_impact_usd": -164765,
"annualized_revenue_impact_usd": -220452,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.03,
"lease_rate_change_pct": -3.51,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.74
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.04
},
{
"action": "defer_noncritical_p... | {
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"capital_availability": 0.568,
"demand_pressure": 0.372,
"entitlement_friction": 0.658,
"labor_shortage": 0.598,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104257",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:49:00Z",
"trace_id": "a0c52a40-e608-4d17-9ce4-cf523f449f8e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 3.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-9674C67DB3",
"grid_service_limit_mw": 11.79,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.475,
"nearby_nodes": 8,
"network_redundancy_score": 0.773,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
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"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 16480,
"annualized_revenue_impact_usd": 23422,
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"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.16
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"entitlement_friction": 0.475,
"labor_shortage": 0.832,
"portfolio_tightness": 0.662,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104258",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "806ab0fd-a044-4fd2-953a-d824069e1b79"
} | {
"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": "Service_Window_Compression",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.148,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 8.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-D0562F7D5D",
"grid_service_limit_mw": 19.34,
"gross_sqft": 745590,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.397,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 65... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": -1.03,
"rent_growth_90d_pct": -0.54,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -71817,
"annualized_revenue_impact_usd": -92182,
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"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": -2.4,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.84
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.53
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.685,
"labor_shortage": 0.779,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-104259",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:49:00Z",
"trace_id": "e345a000-41dd-421e-bc10-c62bd11ff705"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.072,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.13,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.26,
"battery_mwh": 3.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-F61DC4334C",
"grid_service_limit_mw": 11.27,
"gross_sqft": 712576,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
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"network_redundancy_score": 0.832,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.55
},
{
"action": "activate_temp_labor",
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1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:08:00Z",
"trace_id": "91b8337f-28f8-47e1-846b-79f5087c1c0b"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"seasonality": 0.61,
"service_level_target": 0.9... | {
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"... | {
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{
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"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "high",
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} | {
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{
"action": "lock_power_capacity_reservation",
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"score": 30.8
},
{
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... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T04:26:00Z",
"trace_id": "93c18e6a-8169-47e8-81b5-03089592cf43"
} | {
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"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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{
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"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "activate_temp_labor",
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{
"action": "lock_power_capac... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T07:11:00Z",
"trace_id": "57b32761-8e50-4f12-929a-1e3017bb946c"
} | {
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"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{... | {
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"LOG-SVC-008",
"LOG-CST-012"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
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} | {
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"score": 38.68
},
{
"action": "secure_pop_up_capacity",
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"score": 34.03
},
{
"action": "shift_overflow... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-104263",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:33:00Z",
"trace_id": "ba68b467-283d-4083-9b46-678bf27b3744"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
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"service_level_targe... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"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": "moderate",
"for... | {
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} | {
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"score": 38.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.29
},
{
"action": "offer_preemptive... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-104264",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:31:00Z",
"trace_id": "4f546a99-12a9-4d71-b396-a7e85e2ecbda"
} | {
"airport_proximity_km": 21,
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.351,
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"servic... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-11A7FB6FF6",
"grid_service_limit_mw": 22.69,
"gross_sqft": 364291,
"infill_site": true,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.403,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.222,
"nearby_nodes": 7,
"network_redundancy_score": 0.541,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 33.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.638,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.462
... | {
"annualized_noi_impact_usd": 18338,
"annualized_revenue_impact_usd": 31025,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 505669,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26
},
{
"action": "rebalance_carrier_mix",
"reason": "transpo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.218,
"capital_availability": 0.403,
"demand_pressure": 0.407,
"entitlement_friction": 0.222,
"labor_shortage": 0.622,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-104265",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:50:00Z",
"trace_id": "29e73829-3c7f-4686-8c8e-2139a38c9106"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.19,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.268,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.51,
"battery_mwh": 1.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-BD8AAA7B6A",
"grid_service_limit_mw": 8.81,
"gross_sqft": 1325206,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.697,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.733,
"nearby_nodes": 4,
"network_redundancy_score": 0.64,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.428
} | {
"annualized_noi_impact_usd": -5124,
"annualized_revenue_impact_usd": -6747,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 445707,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.44
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.362,
"capital_availability": 0.697,
"demand_pressure": 0.617,
"entitlement_friction": 0.733,
"labor_shortage": 0.851,
"portfolio_tightness": 0.62,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-104266",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:57:00Z",
"trace_id": "decd9446-99e0-4278-acf8-361258ad2c7d"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.329,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 10.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-F14C695BEA",
"grid_service_limit_mw": 17.7,
"gross_sqft": 403887,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.254,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.681,
"nearby_nodes": 3,
"network_redundancy_score": 0.679,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 133722... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 28845,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 497734,
"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.27
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.254,
"demand_pressure": 0.628,
"entitlement_friction": 0.681,
"labor_shortage": 0.678,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104267",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "47a7c125-aba2-47ec-85c1-d8134b5670be"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.126,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.473,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.78,
"battery_mwh": 9.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-2FEF43E3E0",
"grid_service_limit_mw": 24.11,
"gross_sqft": 660643,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.153,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.245,
"nearby_nodes": 8,
"network_redundancy_score": 0.385,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 167011... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"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": "high",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -47875,
"annualized_revenue_impact_usd": -71924,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 556968,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.17,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.99
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.607,
"capital_availability": 0.153,
"demand_pressure": 0.432,
"entitlement_friction": 0.245,
"labor_shortage": 0.834,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104268",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:55:00Z",
"trace_id": "3acbc292-06fa-4455-a6dd-43a6f7c88619"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.7,
"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": -0.005,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 7.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-365A188ACB",
"grid_service_limit_mw": 14.19,
"gross_sqft": 707685,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.587,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.206,
"nearby_nodes": 6,
"network_redundancy_score": 0.686,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 24.6,
"dock_utilization_pct": 77.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.639,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.4,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -85275,
"annualized_revenue_impact_usd": -135197,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 643094,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.68
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.53
},
{
"action": "escalate_utility_interco... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.177,
"capital_availability": 0.445,
"demand_pressure": 0.185,
"entitlement_friction": 0.206,
"labor_shortage": 0.483,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-104269",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "bcf8c944-87ca-4334-9d03-3486aeb00ccf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"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": -0.029,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.145,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.56,
"battery_mwh": 11.64,
"building_class": "class_a_plus",
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"facility_id": "FAC-099808FA80",
"grid_service_limit_mw": 12.68,
"gross_sqft": 1015298,
"infill_site": false,
"lease_expiry_months": 36... | {
"capital_availability": 0.689,
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"nearby_nodes": 4,
"network_redundancy_score": 0.742,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 2.11,
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} | {
"annualized_noi_impact_usd": -44665,
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"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -1.94,
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"service_penalty_risk... | {
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{
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"score": 29
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.7
},
{
"action": "offer_preempt... | {
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"labor_shortage": 0.97,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-104270",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:54:00Z",
"trace_id": "43184902-85ec-4baa-856e-f4cb355f1315"
} | {
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"highway_access_score": 0.94,
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.41,
"seasonality": 0.33,
"servic... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-25F478C655",
"grid_service_limit_mw": 7.31,
"gross_sqft": 396466,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.622,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"dock_utilization_pct": 78.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
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"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 1.21,
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} | {
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"lease_rate_change_pct": -2.62,
"occupancy_shift": -0.021,
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.46
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104271",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:49:00Z",
"trace_id": "abcd5247-e406-45b8-bf04-e5b8903b98ec"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.246,
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"ser... | {
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"facility_id": "FAC-054AB5162E",
"grid_service_limit_mw": 10.24,
"gross_sqft": 313002,
"infill_site": false,
"lease_expiry_months": 65,
... | {
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"network_redundancy_score": 0.423,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_ra... | {
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"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0... | {
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"score": 37.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.68
},
{
"action": "offer_preempt... | {
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"portfolio_tightness": 0.576,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-104272",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T08:00:00Z",
"trace_id": "452c56da-f0c2-4ac0-a2e7-b703f0d7f621"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.37,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-32419E88AD",
"grid_service_limit_mw": 11.22,
"gross_sqft": 670358,
"infill_site": false,
"lease_expiry_months": 46,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.565,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_90d_pct": 1.44,
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} | {
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"lease_rate_change_pct": -2.79,
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"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.89
},
{
"action": "defer_noncritical_projects"... | {
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"labor_shortage": 0.999,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104273",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:16:00Z",
"trace_id": "61f27bfe-43bf-462b-821a-519b0cc2835e"
} | {
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"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",
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},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.096,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-7E2A82EC79",
"grid_service_limit_mw": 11.46,
"gross_sqft": 591476,
"infill_site": false,
"lease_expiry_months": 42,
... | {
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"network_redundancy_score": 0.585,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 86.6,
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"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"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": 1.68,
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"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 3.63,
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} | {
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"lease_rate_change_pct": 3.32,
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"alternative_actions": [
{
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"score": 46.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.74
},
{
"action": "shift_overflow... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-104274",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "a68eba27-6dac-4420-8311-a236bb8d1386"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.175,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.49,
"battery_mwh": 10.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-DA31EB48A9",
"grid_service_limit_mw": 11.8,
"gross_sqft": 506513,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.306,
"nearby_nodes": 7,
"network_redundancy_score": 0.447,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": 2.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.62,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 91583,
"annualized_revenue_impact_usd": 157535,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 434692,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.17
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.494,
"capital_availability": 0.229,
"demand_pressure": 0.564,
"entitlement_friction": 0.306,
"labor_shortage": 0.575,
"portfolio_tightness": 0.67,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-104275",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:00:00Z",
"trace_id": "57b87ef4-5093-4e4e-b8a3-9bb0c355af8c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.211,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.193,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.78,
"battery_mwh": 11.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-E85DBA367E",
"grid_service_limit_mw": 11.61,
"gross_sqft": 709250,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.508,
"nearby_nodes": 8,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -31704,
"annualized_revenue_impact_usd": -45156,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 505291,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.65
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.322,
"capital_availability": 0.495,
"demand_pressure": 0.493,
"entitlement_friction": 0.508,
"labor_shortage": 0.572,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-104276",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "26110bda-9576-4352-9f83-77308a73a717"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.38,
"battery_mwh": 2.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-2A3EC243F0",
"grid_service_limit_mw": 11.18,
"gross_sqft": 316566,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.387,
"nearby_nodes": 8,
"network_redundancy_score": 0.659,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 27... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.866,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.448
} | {
"annualized_noi_impact_usd": -62119,
"annualized_revenue_impact_usd": -83973,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 791302,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -0.69,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.38
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.42
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.602,
"demand_pressure": 0.626,
"entitlement_friction": 0.387,
"labor_shortage": 1,
"portfolio_tightness": 0.628,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-104277",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "e1f9e9e3-785f-44a8-a2af-7625ffd8a364"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.131,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.6,
"battery_mwh": 5.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-21427BA988",
"grid_service_limit_mw": 23,
"gross_sqft": 1316980,
"infill_site": false,
"lease_expiry_months": 40,
"occup... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.395,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.542,
"nearby_nodes": 6,
"network_redundancy_score": 0.779,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.174
} | {
"annualized_noi_impact_usd": -104735,
"annualized_revenue_impact_usd": -178483,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 601447,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -2,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.07
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.538,
"capital_availability": 0.619,
"demand_pressure": 0.739,
"entitlement_friction": 0.542,
"labor_shortage": 0.85,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104278",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:15:00Z",
"trace_id": "562c9538-604e-4dfd-8d8e-f27a6856be3e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.036,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.57,
"battery_mwh": 8.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-7EF39231EB",
"grid_service_limit_mw": 11.65,
"gross_sqft": 988853,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.68,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.286,
"nearby_nodes": 5,
"network_redundancy_score": 0.814,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 264... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 78.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -178482,
"annualized_revenue_impact_usd": -252034,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 563704,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -1.34,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.73
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.68,
"demand_pressure": 0.292,
"entitlement_friction": 0.286,
"labor_shortage": 0.613,
"portfolio_tightness": 0.41,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-104279",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:38:00Z",
"trace_id": "6530af9a-a9b0-4952-a56f-8ae0773340aa"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.275,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.52,
"battery_mwh": 2.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-9B2CF88468",
"grid_service_limit_mw": 12.57,
"gross_sqft": 1068597,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.819,
"nearby_nodes": 7,
"network_redundancy_score": 0.869,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 45... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -36680,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 782825,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": -1.48,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.5
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.29
},
{
"action": "defer_noncritical_projects",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.101,
"demand_pressure": 0.52,
"entitlement_friction": 0.819,
"labor_shortage": 1,
"portfolio_tightness": 0.692,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-104280",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:35:00Z",
"trace_id": "70e77734-3a37-4ad7-adb5-0d5973b1487d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.046,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.399,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-1C49A5FA74",
"grid_service_limit_mw": 17.69,
"gross_sqft": 1013322,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.342,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.602,
"nearby_nodes": 5,
"network_redundancy_score": 0.813,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -257719,
"annualized_revenue_impact_usd": -410413,
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"decision_horizon_days": 90,
"estimated_capex_usd": 729716,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.13,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.17
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.92
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.342,
"demand_pressure": 0.375,
"entitlement_friction": 0.602,
"labor_shortage": 0.576,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-104281",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T08:05:00Z",
"trace_id": "ff810a44-5da1-4eae-8988-043442dee338"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.019,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.47,
"battery_mwh": 6.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-9585C539DE",
"grid_service_limit_mw": 22.27,
"gross_sqft": 648681,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.723,
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"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.482,
"nearby_nodes": 4,
"network_redundancy_score": 0.658,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81.2,
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"dock_utilization_pct": 78.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fi... | {
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.14
} | {
"annualized_noi_impact_usd": -122877,
"annualized_revenue_impact_usd": -184492,
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"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -2.62,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.83
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.281,
"capital_availability": 0.723,
"demand_pressure": 0.278,
"entitlement_friction": 0.482,
"labor_shortage": 0.889,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104282",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T08:08:00Z",
"trace_id": "4355be3e-bf48-423c-98ad-793e8c69dea2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.063,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.69,
"battery_mwh": 3.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-80E952AE7A",
"grid_service_limit_mw": 13.82,
"gross_sqft": 620154,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.186,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.587,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.631,
"nearby_nodes": 6,
"network_redundancy_score": 0.808,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": -0.32,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -57514,
"annualized_revenue_impact_usd": -96655,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 421442,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -2.56,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.14
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.404,
"capital_availability": 0.186,
"demand_pressure": 0.483,
"entitlement_friction": 0.631,
"labor_shortage": 0.651,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104283",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:35:00Z",
"trace_id": "2270e6da-6e37-468c-a618-be30106fd8f4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.078,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.228,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.45,
"battery_mwh": 9.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-654FE1259A",
"grid_service_limit_mw": 15.76,
"gross_sqft": 671745,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.664,
"nearby_nodes": 7,
"network_redundancy_score": 0.867,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1109191... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -76080,
"annualized_revenue_impact_usd": -109757,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 571602,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -1.19,
"occupancy_shift": 0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.21
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.54,
"demand_pressure": 0.659,
"entitlement_friction": 0.664,
"labor_shortage": 0.879,
"portfolio_tightness": 0.476,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104284",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:28:00Z",
"trace_id": "1d6259e4-3546-4d14-8d93-12a1f7ed46b9"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.263,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.452,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.51,
"battery_mwh": 2.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-59E6613867",
"grid_service_limit_mw": 24.62,
"gross_sqft": 571666,
"infill_site": true,
"lease_expiry_months": 39,
"occup... | {
"capital_availability": 0.604,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.662,
"nearby_nodes": 8,
"network_redundancy_score": 0.471,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 199794... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -48326,
"annualized_revenue_impact_usd": -79839,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 637818,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -1.01,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.15
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.604,
"demand_pressure": 0.545,
"entitlement_friction": 0.662,
"labor_shortage": 0.968,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104285",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:27:00Z",
"trace_id": "2922ab20-2a59-4366-a6d6-104a16e9d7e9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.79,
"battery_mwh": 6.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-10B85FBD28",
"grid_service_limit_mw": 23.16,
"gross_sqft": 732862,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.769,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.116,
"nearby_nodes": 5,
"network_redundancy_score": 0.591,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 88.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.5,
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"rent_growth_30d_pct": 4.97,
"rent_growth_90d_pct": 5.91,
"tenant_expansion_probability": 0.747
} | {
"annualized_noi_impact_usd": 255446,
"annualized_revenue_impact_usd": 354568,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 361386,
"expansion_capture_probability_post_event": 0.731,
"lease_rate_change_pct": 5.37,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.33
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.485,
"demand_pressure": 0.796,
"entitlement_friction": 0.116,
"labor_shortage": 0.548,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104286",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T07:38:00Z",
"trace_id": "e40014d2-7d00-4600-b429-782267e105cd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.024,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.287,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.77,
"battery_mwh": 8.47,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-34FB29A9D9",
"grid_service_limit_mw": 9.65,
"gross_sqft": 273756,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.746,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.565,
"nearby_nodes": 3,
"network_redundancy_score": 0.657,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.2,
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.21
} | {
"annualized_noi_impact_usd": -57944,
"annualized_revenue_impact_usd": -96927,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 666199,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -0.43,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.27
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.746,
"demand_pressure": 0.399,
"entitlement_friction": 0.565,
"labor_shortage": 0.781,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-104287",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:02:00Z",
"trace_id": "eb7efc54-f01f-4e1e-9c8a-4407bbc1e3eb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.168,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.56,
"battery_mwh": 3.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-01BB2E9B79",
"grid_service_limit_mw": 11.05,
"gross_sqft": 428815,
"infill_site": true,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.802,
"nearby_nodes": 2,
"network_redundancy_score": 0.319,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 957... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.3,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -76243,
"annualized_revenue_impact_usd": -126415,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 569237,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -1.42,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.84
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.431,
"capital_availability": 0.567,
"demand_pressure": 0.542,
"entitlement_friction": 0.802,
"labor_shortage": 1,
"portfolio_tightness": 0.724,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-104288",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:29:00Z",
"trace_id": "f4e501a3-8848-49c1-9334-78bb775d6747"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.148,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.213,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.77,
"battery_mwh": 11.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-15C8483C74",
"grid_service_limit_mw": 13.06,
"gross_sqft": 1187229,
"infill_site": true,
"lease_expiry_months": 40,
"o... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.339,
"nearby_nodes": 7,
"network_redundancy_score": 0.607,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 202... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": -0.28,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -111338,
"annualized_revenue_impact_usd": -171816,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 429411,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -2.2,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.249,
"capital_availability": 0.711,
"demand_pressure": 0.415,
"entitlement_friction": 0.339,
"labor_shortage": 0.773,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104289",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:43:00Z",
"trace_id": "a65e76a8-e745-4a14-a5f4-5d7fdea45539"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.27,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.28,
"battery_mwh": 2.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-14ED79C294",
"grid_service_limit_mw": 22.38,
"gross_sqft": 1121371,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.439,
"nearby_nodes": 7,
"network_redundancy_score": 0.545,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 72.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 5.43,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 152438,
"annualized_revenue_impact_usd": 207763,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 573400,
"expansion_capture_probability_post_event": 0.525,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.42
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.58
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.045,
"capital_availability": 0.43,
"demand_pressure": 0.544,
"entitlement_friction": 0.439,
"labor_shortage": 0.802,
"portfolio_tightness": 0.58,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-104290",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T08:10:00Z",
"trace_id": "d911ac06-e334-4524-a85f-63a813395aae"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.369,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.51,
"battery_mwh": 0.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-15E7C0364F",
"grid_service_limit_mw": 10.41,
"gross_sqft": 1162217,
"infill_site": true,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.387,
"nearby_nodes": 2,
"network_redundancy_score": 0.667,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9115... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.64,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.646
} | {
"annualized_noi_impact_usd": 333421,
"annualized_revenue_impact_usd": 460641,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 435696,
"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 2.11,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.402,
"capital_availability": 0.649,
"demand_pressure": 0.766,
"entitlement_friction": 0.387,
"labor_shortage": 0.893,
"portfolio_tightness": 0.611,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104291",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:21:00Z",
"trace_id": "97bf4cac-beda-4313-a41e-cb5d7a2893c3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.001,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.49,
"battery_mwh": 3.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-4AE213B562",
"grid_service_limit_mw": 14.47,
"gross_sqft": 479921,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.18,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.605,
"nearby_nodes": 5,
"network_redundancy_score": 0.795,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 78.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -229990,
"annualized_revenue_impact_usd": -295046,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 607402,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -2.93,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.87
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.18,
"demand_pressure": 0.221,
"entitlement_friction": 0.605,
"labor_shortage": 0.921,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-104292",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:15:00Z",
"trace_id": "a1fc1897-f3c4-4857-876c-4ac3183b4bbe"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"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"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.03,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 4.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-D14DC90BAD",
"grid_service_limit_mw": 16.68,
"gross_sqft": 597581,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.428,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.498,
"nearby_nodes": 6,
"network_redundancy_score": 0.74,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 24.3,
"dock_utilization_pct": 79,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -100809,
"annualized_revenue_impact_usd": -130739,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 611139,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.35,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.35
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.97
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.636,
"capital_availability": 0.428,
"demand_pressure": 0.323,
"entitlement_friction": 0.498,
"labor_shortage": 0.407,
"portfolio_tightness": 0.372,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104293",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:15:00Z",
"trace_id": "fc258b71-5677-4453-b56c-0c833a796de2"
} | {
"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,
"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": 0.442,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.7,
"battery_mwh": 2.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-2A5BCD55B8",
"grid_service_limit_mw": 19.52,
"gross_sqft": 996691,
"infill_site": false,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.402,
"nearby_nodes": 4,
"network_redundancy_score": 0.708,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 218037... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 87,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.681
} | {
"annualized_noi_impact_usd": 114132,
"annualized_revenue_impact_usd": 187520,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 335281,
"expansion_capture_probability_post_event": 0.615,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.586,
"capital_availability": 0.499,
"demand_pressure": 0.739,
"entitlement_friction": 0.402,
"labor_shortage": 0.611,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104294",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:35:00Z",
"trace_id": "1bc78ac1-5cbe-4b07-8c48-7b2c0c36fb23"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.373,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.318,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.66,
"battery_mwh": 7.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-6F054F31F8",
"grid_service_limit_mw": 10.51,
"gross_sqft": 818004,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.735,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.602,
"nearby_nodes": 5,
"network_redundancy_score": 0.768,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill_... | {
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"anomaly_score": 0.671,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.647
... | {
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"annualized_revenue_impact_usd": 195156,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 489161,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.1
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.03
},
{
"action": "monitor_and_stage"... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.735,
"demand_pressure": 0.581,
"entitlement_friction": 0.602,
"labor_shortage": 0.397,
"portfolio_tightness": 0.334,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104295",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:51:00Z",
"trace_id": "939a879a-a589-4a79-9ed8-322d3853313a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.032,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.112,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 10.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-86DF173C1D",
"grid_service_limit_mw": 6.75,
"gross_sqft": 1044631,
"infill_site": true,
"lease_expiry_months": 59,
... | {
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"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.233,
"nearby_nodes": 6,
"network_redundancy_score": 0.564,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 78.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.876,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -879911,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.041,
"lease_rate_change_pct": -3.25,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.8
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.5
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.527,
"demand_pressure": 0.234,
"entitlement_friction": 0.233,
"labor_shortage": 0.844,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104296",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:34:00Z",
"trace_id": "0f62ac4e-1e82-42a3-b34b-642cfd26bf03"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.326,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.096,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 11.9,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-33231497F0",
"grid_service_limit_mw": 18.16,
"gross_sqft": 1121421,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
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"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.431,
"nearby_nodes": 6,
"network_redundancy_score": 0.416,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.7,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.92,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 172120,
"annualized_revenue_impact_usd": 241552,
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"decision_horizon_days": 30,
"estimated_capex_usd": 468306,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 32.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.72
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.558,
"demand_pressure": 0.69,
"entitlement_friction": 0.431,
"labor_shortage": 0.52,
"portfolio_tightness": 0.438,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-104297",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:18:00Z",
"trace_id": "4f2c438f-e82e-401c-8a5f-4c2c95cd42d9"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.213,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 9.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-DE3FA6BAFA",
"grid_service_limit_mw": 19.68,
"gross_sqft": 665591,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
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"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.183,
"nearby_nodes": 8,
"network_redundancy_score": 0.425,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 44692,
"annualized_revenue_impact_usd": 57334,
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"decision_horizon_days": 45,
"estimated_capex_usd": 510072,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.33
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.362,
"demand_pressure": 0.615,
"entitlement_friction": 0.183,
"labor_shortage": 0.839,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-104298",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:48:00Z",
"trace_id": "26b18b56-f64e-4be0-9f76-34df08f55af0"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.309,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 2.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-2B1B17F685",
"grid_service_limit_mw": 13.43,
"gross_sqft": 1049043,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.777,
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"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.663,
"nearby_nodes": 7,
"network_redundancy_score": 0.385,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 6.07,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 290062,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 441666,
"expansion_capture_probability_post_event": 0.624,
"lease_rate_change_pct": 4,
"occupancy_shift": 0.029,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.56
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.083,
"capital_availability": 0.777,
"demand_pressure": 0.698,
"entitlement_friction": 0.663,
"labor_shortage": 0.712,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-104299",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:24:00Z",
"trace_id": "a9b7ab60-320b-4bd6-8f88-7b1287e877de"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.269,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.77,
"battery_mwh": 2.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-F76FC74BA3",
"grid_service_limit_mw": 14.7,
"gross_sqft": 852508,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
"capital_availability": 0.027,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.293,
"nearby_nodes": 8,
"network_redundancy_score": 0.565,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.443
} | {
"annualized_noi_impact_usd": 52955,
"annualized_revenue_impact_usd": 76738,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 475842,
"expansion_capture_probability_post_event": 0.365,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.98
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.762,
"capital_availability": 0.027,
"demand_pressure": 0.677,
"entitlement_friction": 0.293,
"labor_shortage": 0.571,
"portfolio_tightness": 0.447,
... |
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