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": 0.81,
"id": "FORGE-102700",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:52:00Z",
"trace_id": "5d87fd8e-685d-46a2-b83b-f6f73f4c1471"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.49,
"battery_mwh": 7.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-F52C6DDA15",
"grid_service_limit_mw": 23.05,
"gross_sqft": 744435,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.245,
"nearby_nodes": 5,
"network_redundancy_score": 0.709,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.32
} | {
"annualized_noi_impact_usd": -89026,
"annualized_revenue_impact_usd": -119269,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 388841,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": -1.47,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.63
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.572,
"demand_pressure": 0.46,
"entitlement_friction": 0.245,
"labor_shortage": 0.817,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-102701",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "54bf59a2-671a-48ab-b48f-fe2b449f8b9f"
} | {
"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,
"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": 0.122,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.371,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.73,
"battery_mwh": 0.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-0A5A24CD0C",
"grid_service_limit_mw": 16.66,
"gross_sqft": 1498266,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.38,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.251,
"nearby_nodes": 8,
"network_redundancy_score": 0.778,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 815... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.3,
"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -27514,
"annualized_revenue_impact_usd": -45264,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 508933,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.13
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.96
},
{
"action": "offer_preemptive_expansio... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.134,
"capital_availability": 0.38,
"demand_pressure": 0.36,
"entitlement_friction": 0.251,
"labor_shortage": 0.501,
"portfolio_tightness": 0.341,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102702",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:51:00Z",
"trace_id": "a75150cb-a703-49e2-bb20-6f640957908b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.383,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.37,
"battery_mwh": 9.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-C81858DA75",
"grid_service_limit_mw": 14.52,
"gross_sqft": 1065232,
"infill_site": true,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.613,
"nearby_nodes": 6,
"network_redundancy_score": 0.507,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -13039,
"annualized_revenue_impact_usd": -17232,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 653098,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": 1.09,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.7
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.48
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.632,
"demand_pressure": 0.565,
"entitlement_friction": 0.613,
"labor_shortage": 0.821,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102703",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "553bae81-dacf-44dc-b846-cb784e05a363"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.062,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.232,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.63,
"battery_mwh": 3.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-DE4AAE9C61",
"grid_service_limit_mw": 15.81,
"gross_sqft": 744997,
"infill_site": true,
"lease_expiry_months": 67,
"occup... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.655,
"nearby_nodes": 8,
"network_redundancy_score": 0.439,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.8,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -95015,
"annualized_revenue_impact_usd": -124115,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 691136,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -2.77,
"occupancy_shift": 0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.32
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.95
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.443,
"demand_pressure": 0.433,
"entitlement_friction": 0.655,
"labor_shortage": 0.524,
"portfolio_tightness": 0.341,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102704",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:03:00Z",
"trace_id": "20fbf796-963b-4b33-b95b-bc18a9c45ae2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.19,
"battery_mwh": 0.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-20AC86F2F5",
"grid_service_limit_mw": 10.78,
"gross_sqft": 523707,
"infill_site": true,
"lease_expiry_months": 25,
"... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.72,
"nearby_nodes": 6,
"network_redundancy_score": 0.363,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 131... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 77.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -5612,
"annualized_revenue_impact_usd": -9622,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 589189,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.49
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.89
},
{
"action": "rebalance_carrier_mix",
"... | {
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1.0.0-forge-industrial-sample | {
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"id": "FORGE-102705",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:24:00Z",
"trace_id": "c0ee2664-e190-406f-8551-23636edd1431"
} | {
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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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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.269,
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"grid_service_limit_mw": 14.52,
"gross_sqft": 727112,
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... | {
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{
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},
{
"action": "defer_noncritical_projects",
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"score": 34.42
},
{
"action": "offer_preemptive_expansion_term_... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "7ebc6dec-0e06-4e7a-856d-93522b71a888"
} | {
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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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{
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},
{
"action": "rebalance_carrier_mix",
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"score": 36.02
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{
"action": "secure_pop_up... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T03:49:00Z",
"trace_id": "edf881d7-80bc-4bb6-aafd-9bd771d41a1f"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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... | {
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"LOG-PWR-009",
"LOG-LND-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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{
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"reefer_temp_delta_c": 0.15,
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{
"action": "shift_overflow_to_satellite",
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{
... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T06:15:00Z",
"trace_id": "20ebc8f1-d23a-4364-801b-2b72991da18b"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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},
{
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{
... | {
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"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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"gross_sqft": 848551,
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... | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.44
},
{
"action": "offer_preemptive... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102709",
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"timestamp": "2026-01-02T06:00:00Z",
"trace_id": "ff9f40a3-3714-4caf-9988-4f8acc02204c"
} | {
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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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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.238,
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"service_level_tar... | {
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"gross_sqft": 472723,
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"lease_expiry_months": 49,
"... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 0.81,
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} | {
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"lease_rate_change_pct": -2.27,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
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"score": 34.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.99
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.866,
"capital_availability": 0.391,
"demand_pressure": 0.418,
"entitlement_friction": 0.368,
"labor_shortage": 1,
"portfolio_tightness": 0.673,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102710",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "f575d16c-16a4-4517-9b0a-089ce00a8473"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.06,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.386,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.81,
"battery_mwh": 6.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-9D4E07C264",
"grid_service_limit_mw": 17.3,
"gross_sqft": 365175,
"infill_site": false,
"lease_expiry_months": 58,
"occup... | {
"capital_availability": 0.456,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.461,
"nearby_nodes": 4,
"network_redundancy_score": 0.475,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 866348... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 78.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": -0.83,
"rent_growth_90d_pct": -2.02,
"tenant_expansion_probability": 0.147
... | {
"annualized_noi_impact_usd": -110222,
"annualized_revenue_impact_usd": -170362,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 567031,
"expansion_capture_probability_post_event": 0.025,
"lease_rate_change_pct": -4.72,
"occupancy_shift": -0.022,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.94
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.553,
"capital_availability": 0.456,
"demand_pressure": 0.273,
"entitlement_friction": 0.461,
"labor_shortage": 0.721,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-102711",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "de9d775b-b17c-471e-85bf-ec22b4ae2631"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"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": -0.032,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.308,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.4,
"battery_mwh": 3.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 152,
"facility_id": "FAC-3336736338",
"grid_service_limit_mw": 25.61,
"gross_sqft": 1524438,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.16,
"nearby_nodes": 3,
"network_redundancy_score": 0.848,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"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": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.8,
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"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.255
} | {
"annualized_noi_impact_usd": -39666,
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"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 557149,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -0.58,
"occupancy_shift": 0.021,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.47
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.45
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.24,
"demand_pressure": 0.56,
"entitlement_friction": 0.16,
"labor_shortage": 0.752,
"portfolio_tightness": 0.448,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102712",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "c7097799-54e2-4b68-a8a8-8f5d563f61e2"
} | {
"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": "labor_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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.092,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.104,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.66,
"battery_mwh": 8.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-2D9E84233A",
"grid_service_limit_mw": 11.58,
"gross_sqft": 744673,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.471,
"nearby_nodes": 4,
"network_redundancy_score": 0.783,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
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"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -111461,
"annualized_revenue_impact_usd": -183094,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 631636,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -0.37,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.5
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.524,
"capital_availability": 0.352,
"demand_pressure": 0.32,
"entitlement_friction": 0.471,
"labor_shortage": 1,
"portfolio_tightness": 0.592,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-102713",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:43:00Z",
"trace_id": "d2a16a56-60e5-424f-afb2-011588636dc1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.297,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.39,
"battery_mwh": 6.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-8C25C2DDC9",
"grid_service_limit_mw": 21.6,
"gross_sqft": 593565,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.457,
"nearby_nodes": 2,
"network_redundancy_score": 0.406,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1367925... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": -0.2,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 7414,
"annualized_revenue_impact_usd": 10809,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 418004,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": -0.77,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.58
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.242,
"capital_availability": 0.242,
"demand_pressure": 0.598,
"entitlement_friction": 0.457,
"labor_shortage": 0.681,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-102714",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:34:00Z",
"trace_id": "3cb4c250-a0a7-4b9d-b55b-f7b9e8a754fd"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.133,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.142,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.73,
"battery_mwh": 8.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-0A0D46CEF4",
"grid_service_limit_mw": 14.09,
"gross_sqft": 1402353,
"infill_site": true,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.223,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.641,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.419,
"nearby_nodes": 8,
"network_redundancy_score": 0.313,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -16698,
"annualized_revenue_impact_usd": -27117,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 374791,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": 0.63,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.24
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.223,
"demand_pressure": 0.475,
"entitlement_friction": 0.419,
"labor_shortage": 0.721,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102715",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:37:00Z",
"trace_id": "fbf50d00-28fb-478f-aeb9-e14680150707"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.125,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.27,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.34,
"battery_mwh": 11.34,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-E9F6E00758",
"grid_service_limit_mw": 10.26,
"gross_sqft": 700039,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.227,
"nearby_nodes": 8,
"network_redundancy_score": 0.4,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2170... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 84,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.66,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -57152,
"annualized_revenue_impact_usd": -77351,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 501869,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.29
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.457,
"demand_pressure": 0.517,
"entitlement_friction": 0.227,
"labor_shortage": 0.918,
"portfolio_tightness": 0.646,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-102716",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:18:00Z",
"trace_id": "277e4a2d-2a4c-4c44-89b9-99eaf579d8cb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.167,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 9.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-ECC6EC1F41",
"grid_service_limit_mw": 21.77,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
"capital_availability": 0.477,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.27,
"nearby_nodes": 5,
"network_redundancy_score": 0.587,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.3
} | {
"annualized_noi_impact_usd": -29887,
"annualized_revenue_impact_usd": -46672,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 585013,
"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -1.92,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.3
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.33
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.477,
"demand_pressure": 0.546,
"entitlement_friction": 0.27,
"labor_shortage": 0.792,
"portfolio_tightness": 0.465,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-102717",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:41:00Z",
"trace_id": "c54d70f8-b16e-4324-9764-6f3e99d02f88"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.44,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.34,
"battery_mwh": 6.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-5B859FBB9D",
"grid_service_limit_mw": 18.18,
"gross_sqft": 568052,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.168,
"nearby_nodes": 6,
"network_redundancy_score": 0.817,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2162023,... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 86,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.636
} | {
"annualized_noi_impact_usd": 77084,
"annualized_revenue_impact_usd": 109817,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 535802,
"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 3.53,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.729,
"capital_availability": 0.256,
"demand_pressure": 0.685,
"entitlement_friction": 0.168,
"labor_shortage": 0.564,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-102718",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:24:00Z",
"trace_id": "5d8f4463-b58c-4090-a952-f1c999912ae9"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.021,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.16,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.52,
"battery_mwh": 2.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-C857493576",
"grid_service_limit_mw": 12.56,
"gross_sqft": 902168,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.051,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.552,
"nearby_nodes": 5,
"network_redundancy_score": 0.734,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"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": "moderate",
"for... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": -0.58,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.142
... | {
"annualized_noi_impact_usd": -190776,
"annualized_revenue_impact_usd": -253584,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 387835,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -2.82,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.03
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.44
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.883,
"capital_availability": 0.051,
"demand_pressure": 0.373,
"entitlement_friction": 0.552,
"labor_shortage": 0.674,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-102719",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "ddbc4fd6-5ef6-422f-9579-55a508983640"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.317,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.33,
"battery_mwh": 6.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-D34473D1DB",
"grid_service_limit_mw": 19.88,
"gross_sqft": 1224871,
"infill_site": true,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.387,
"nearby_nodes": 4,
"network_redundancy_score": 0.311,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 88.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.502
} | {
"annualized_noi_impact_usd": 67639,
"annualized_revenue_impact_usd": 110307,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 598349,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
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{
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"score": 39.01
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.57
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.74,
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.889,
"id": "FORGE-102720",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:03:00Z",
"trace_id": "e9883181-efa2-4283-b2fc-408f04a86654"
} | {
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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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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.49,
"service_level_tar... | {
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"grid_service_limit_mw": 15.63,
"gross_sqft": 518410,
"infill_site": false,
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... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.737,
"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.9,
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... | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 36.16
},
{
"action": "deploy_peak_s... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-102721",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:58:00Z",
"trace_id": "ba6f32aa-f297-4cb9-b337-1438aaa9f6ce"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.95,... | {
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... | {
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "rebalance_carrier_mix",
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},
{
"action": "secure_pop_up... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "fd26b7fc-1404-4049-be40-1109785acbd9"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"portfolio_cluster": "chicago_joliet",
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... | [
{
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"service_commitment_risk_pct": 20.3,
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"confidence_band": "moderate",
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 28.61
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{
"action": "shift_overflow_to_satellite",
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-02T02:11:00Z",
"trace_id": "7b0b7340-0aba-4c41-a27d-fdeecb0db65d"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.367,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 26.1,
"gross_sqft": 932725,
"infill_site": true,
"lease_expiry_months": 14,
"occupa... | {
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"network_redundancy_score": 0.768,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
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"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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} | {
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"lease_rate_change_pct": -2.22,
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"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
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"score": 36.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.88
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.435,
"labor_shortage": 0.874,
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"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102724",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:52:00Z",
"trace_id": "69f73761-63a1-46ab-a7a5-617ba5acf06a"
} | {
"airport_proximity_km": 42,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.447,
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"service_level_target": 0.95,
... | {
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"facility_id": "FAC-EADEF64782",
"grid_service_limit_mw": 16.37,
"gross_sqft": 880060,
"infill_site": true,
"lease_expiry_months": 14,
... | {
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"network_redundancy_score": 0.447,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 760046... | [
{
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"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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} | {
"annualized_noi_impact_usd": -121200,
"annualized_revenue_impact_usd": -192773,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 398078,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.48
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.661,
"demand_pressure": 0.382,
"entitlement_friction": 0.125,
"labor_shortage": 0.651,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-102725",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:38:00Z",
"trace_id": "ade86c0e-853d-47ab-b4b2-fc69bda71375"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.379,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.328,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.36,
"battery_mwh": 2.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-F57D99D219",
"grid_service_limit_mw": 25.34,
"gross_sqft": 1165135,
"infill_site": false,
"lease_expiry_months": 49,... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.711,
"nearby_nodes": 4,
"network_redundancy_score": 0.832,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 86.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 133126,
"annualized_revenue_impact_usd": 180769,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 339229,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.05
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.58
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.607,
"capital_availability": 0.165,
"demand_pressure": 0.714,
"entitlement_friction": 0.711,
"labor_shortage": 0.65,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-102726",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:03:00Z",
"trace_id": "6d6dcaf9-ff64-4ffd-af0b-23cb9778bdd8"
} | {
"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": 8.5,
"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": 0.1,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.66,
"battery_mwh": 2.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-01D9E5DCB0",
"grid_service_limit_mw": 14.68,
"gross_sqft": 923242,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.276,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.49,
"nearby_nodes": 7,
"network_redundancy_score": 0.527,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -120303,
"annualized_revenue_impact_usd": -207286,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 740696,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.84
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.75
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.528,
"capital_availability": 0.276,
"demand_pressure": 0.433,
"entitlement_friction": 0.49,
"labor_shortage": 0.627,
"portfolio_tightness": 0.406,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102727",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:06:00Z",
"trace_id": "b74587b2-55f5-483f-801e-f492d01c6038"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.404,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.086,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 8.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-AFB46D68FC",
"grid_service_limit_mw": 12.14,
"gross_sqft": 691380,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.806,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.263,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.837,
"nearby_nodes": 3,
"network_redundancy_score": 0.673,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 5.34,
"rent_growth_90d_pct": 7.25,
"tenant_expansion_probability": 0.75... | {
"annualized_noi_impact_usd": 381498,
"annualized_revenue_impact_usd": 561378,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 500028,
"expansion_capture_probability_post_event": 0.7,
"lease_rate_change_pct": 5.12,
"occupancy_shift": 0.047,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.06
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.06
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.806,
"demand_pressure": 0.913,
"entitlement_friction": 0.837,
"labor_shortage": 0.811,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102728",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "c905d761-f1a1-40e0-bf37-538b806bb9d8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.157,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.19,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.26,
"battery_mwh": 8.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-535A9BB870",
"grid_service_limit_mw": 10.37,
"gross_sqft": 1085331,
"infill_site": true,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.685,
"nearby_nodes": 8,
"network_redundancy_score": 0.695,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.3,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 4.12,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.406... | {
"annualized_noi_impact_usd": 21206,
"annualized_revenue_impact_usd": 30435,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 632630,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.14
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.97
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.285,
"capital_availability": 0.447,
"demand_pressure": 0.843,
"entitlement_friction": 0.685,
"labor_shortage": 0.921,
"portfolio_tightness": 0.641,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-102729",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "b1d8b43a-7b9b-4767-86cb-0ed20f44d08a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.46,
"battery_mwh": 4.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-91F1592642",
"grid_service_limit_mw": 22.79,
"gross_sqft": 696941,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.393,
"nearby_nodes": 4,
"network_redundancy_score": 0.33,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 365089,... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -103955,
"annualized_revenue_impact_usd": -162571,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 475786,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.07
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.542,
"demand_pressure": 0.437,
"entitlement_friction": 0.393,
"labor_shortage": 0.732,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102730",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:20:00Z",
"trace_id": "46398b52-be8c-46f4-90be-980a3d8c5446"
} | {
"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": 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": 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": 0.198,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.72,
"battery_mwh": 5.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-03379D27FC",
"grid_service_limit_mw": 18.07,
"gross_sqft": 715878,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.182,
"nearby_nodes": 2,
"network_redundancy_score": 0.708,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 60807,
"annualized_revenue_impact_usd": 102973,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 574325,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 59.36
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.29
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.17,
"capital_availability": 0.313,
"demand_pressure": 0.625,
"entitlement_friction": 0.182,
"labor_shortage": 0.404,
"portfolio_tightness": 0.307,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102731",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "5ff3770a-1e41-48b2-836d-ef6b2fca9baa"
} | {
"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": 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": 0.359,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 8.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-11671A6AB4",
"grid_service_limit_mw": 10.44,
"gross_sqft": 725049,
"infill_site": false,
"lease_expiry_months": 27,
"... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.411,
"nearby_nodes": 7,
"network_redundancy_score": 0.77,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 90.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 5.5,
"rent_growth_90d_pct": 6.33,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 223124,
"annualized_revenue_impact_usd": 322519,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 597275,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 3.77,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.14
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.14
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.721,
"demand_pressure": 0.875,
"entitlement_friction": 0.411,
"labor_shortage": 0.876,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102732",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "6900d8ae-fa5d-4ee8-990d-cb5bbe8925ac"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.421,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.75,
"battery_mwh": 4.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-09FBFFE3CC",
"grid_service_limit_mw": 19.36,
"gross_sqft": 608462,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.502,
"nearby_nodes": 5,
"network_redundancy_score": 0.856,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.27,
"tenant_expansion_probability": 0.617
} | {
"annualized_noi_impact_usd": 83390,
"annualized_revenue_impact_usd": 128393,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 576886,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.19
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.834,
"capital_availability": 0.301,
"demand_pressure": 0.7,
"entitlement_friction": 0.502,
"labor_shortage": 0.598,
"portfolio_tightness": 0.473,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-102733",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:02:00Z",
"trace_id": "d366600e-89e5-4b62-93bf-addc9ff7aa58"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.4,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.58,
"battery_mwh": 7.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-BE60DD59C8",
"grid_service_limit_mw": 7.85,
"gross_sqft": 989784,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.533,
"nearby_nodes": 4,
"network_redundancy_score": 0.806,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"forecas... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 108843,
"annualized_revenue_impact_usd": 180070,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 488622,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.45
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.432,
"demand_pressure": 0.593,
"entitlement_friction": 0.533,
"labor_shortage": 0.775,
"portfolio_tightness": 0.664,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102734",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "13dca46d-8306-4b9c-8f15-06ba7d4be367"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.36,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.259,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.63,
"battery_mwh": 0.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-E179D20681",
"grid_service_limit_mw": 17.21,
"gross_sqft": 349553,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.699,
"nearby_nodes": 3,
"network_redundancy_score": 0.443,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 16953,
"annualized_revenue_impact_usd": 26535,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 564703,
"expansion_capture_probability_post_event": 0.519,
"lease_rate_change_pct": 2.44,
"occupancy_shift": 0.012,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.1
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.441,
"demand_pressure": 0.695,
"entitlement_friction": 0.699,
"labor_shortage": 0.653,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102735",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "83496abb-2053-4345-9ff9-245a6d61e8f1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.223,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.272,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 7.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-12055090FE",
"grid_service_limit_mw": 19.71,
"gross_sqft": 1080857,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.349,
"nearby_nodes": 6,
"network_redundancy_score": 0.594,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2005772... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": 41703,
"annualized_revenue_impact_usd": 57191,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 485388,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.76
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.505,
"demand_pressure": 0.62,
"entitlement_friction": 0.349,
"labor_shortage": 0.934,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102736",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:10:00Z",
"trace_id": "b63bea74-637a-4e3b-a6c7-85ed78742e6b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.153,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.76,
"battery_mwh": 5.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-2D4C06DEF4",
"grid_service_limit_mw": 22.35,
"gross_sqft": 1278647,
"infill_site": true,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.391,
"nearby_nodes": 8,
"network_redundancy_score": 0.402,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 114452... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -165373,
"annualized_revenue_impact_usd": -213865,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 512862,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -0.66,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.16
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.232,
"demand_pressure": 0.495,
"entitlement_friction": 0.391,
"labor_shortage": 0.659,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-102737",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "57c52419-33ef-4ec7-95ff-b667e10af40a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.48,
"battery_mwh": 6.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-6DF123E9E3",
"grid_service_limit_mw": 16.87,
"gross_sqft": 963226,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.644,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.28,
"nearby_nodes": 8,
"network_redundancy_score": 0.622,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 185374,
... | [
{
"appointment_fill_pct": 90,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.8,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": 33720,
"annualized_revenue_impact_usd": 56158,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 558874,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.14
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.16
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.29,
"demand_pressure": 0.522,
"entitlement_friction": 0.28,
"labor_shortage": 0.414,
"portfolio_tightness": 0.396,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102738",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:21:00Z",
"trace_id": "5e35feb7-fbf1-4e51-9985-b798a0f899b4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.171,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.44,
"battery_mwh": 11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-56FCD88BA1",
"grid_service_limit_mw": 9.11,
"gross_sqft": 1254788,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.793,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.689,
"nearby_nodes": 2,
"network_redundancy_score": 0.873,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 71.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 13930,
"annualized_revenue_impact_usd": 20246,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 690687,
"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": -0.24,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 46.1
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.56
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.206,
"capital_availability": 0.793,
"demand_pressure": 0.405,
"entitlement_friction": 0.689,
"labor_shortage": 0.686,
"portfolio_tightness": 0.662,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-102739",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "4c1be2a0-75cb-47a7-8083-29f08f2117b9"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.299,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.47,
"battery_mwh": 3.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-A0F6EBEB2F",
"grid_service_limit_mw": 11.36,
"gross_sqft": 879968,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.47,
"nearby_nodes": 7,
"network_redundancy_score": 0.345,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1064... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 88.1,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 45759,
"annualized_revenue_impact_usd": 74703,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 457952,
"expansion_capture_probability_post_event": 0.454,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.51
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.48,
"capital_availability": 0.404,
"demand_pressure": 0.712,
"entitlement_friction": 0.47,
"labor_shortage": 0.865,
"portfolio_tightness": 0.723,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-102740",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:07:00Z",
"trace_id": "6e930cc2-68a9-46c9-a7a7-15b496a2f7cb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.085,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.58,
"battery_mwh": 6.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-C9A425C8A7",
"grid_service_limit_mw": 27.77,
"gross_sqft": 762828,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.743,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.765,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.488,
"nearby_nodes": 5,
"network_redundancy_score": 0.503,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -72558,
"annualized_revenue_impact_usd": -96495,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 475297,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.2
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.403,
"capital_availability": 0.743,
"demand_pressure": 0.59,
"entitlement_friction": 0.488,
"labor_shortage": 0.57,
"portfolio_tightness": 0.518,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-102741",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "d3b76612-2f8a-476c-be59-54e6ce2118b6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.007,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.29,
"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-A651F4A39D",
"grid_service_limit_mw": 21.77,
"gross_sqft": 1116927,
"infill_site": true,
"lease_expiry_months": 22,... | {
"capital_availability": 0.257,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.318,
"nearby_nodes": 4,
"network_redundancy_score": 0.44,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 86.5,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -81309,
"annualized_revenue_impact_usd": -113305,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 449786,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.19
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.529,
"capital_availability": 0.257,
"demand_pressure": 0.668,
"entitlement_friction": 0.318,
"labor_shortage": 0.69,
"portfolio_tightness": 0.562,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-102742",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:01:00Z",
"trace_id": "e1f02ca7-45b4-431a-abdb-dedd36d79eff"
} | {
"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": 6.8,
"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": -0.011,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.136,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.21,
"battery_mwh": 5.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-B806EB0F32",
"grid_service_limit_mw": 10.82,
"gross_sqft": 871795,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.31,
"nearby_nodes": 3,
"network_redundancy_score": 0.817,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 79.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.646,
"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": 2.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -54210,
"annualized_revenue_impact_usd": -87273,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 412897,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -1.38,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.98
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.373,
"capital_availability": 0.2,
"demand_pressure": 0.274,
"entitlement_friction": 0.31,
"labor_shortage": 0.786,
"portfolio_tightness": 0.617,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102743",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:14:00Z",
"trace_id": "e9f473c7-ea0e-486a-bcc3-3bd133746fe4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.379,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.53,
"battery_mwh": 0.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-4F66A8562A",
"grid_service_limit_mw": 15.45,
"gross_sqft": 1125818,
"infill_site": false,
"lease_expiry_months": 69,... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.596,
"nearby_nodes": 2,
"network_redundancy_score": 0.441,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 87.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 34,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 5.82,
"tenant_expansion_probability": 0.732
} | {
"annualized_noi_impact_usd": 410330,
"annualized_revenue_impact_usd": 544259,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 470332,
"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 4.38,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.45
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.091,
"capital_availability": 0.569,
"demand_pressure": 0.781,
"entitlement_friction": 0.596,
"labor_shortage": 0.772,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-102744",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:22:00Z",
"trace_id": "ab5c00a2-ade1-4578-b48f-9c6c23c87c85"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.096,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 5.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-2698B3480D",
"grid_service_limit_mw": 12.78,
"gross_sqft": 425289,
"infill_site": true,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.086,
"nearby_nodes": 8,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1004537... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -16172,
"annualized_revenue_impact_usd": -21007,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 567854,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.2
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.594,
"entitlement_friction": 0.086,
"labor_shortage": 0.799,
"portfolio_tightness": 0.36,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102745",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "e66747d9-8ad9-4592-89dd-5fe9c11ecdff"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
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"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": "50m_100m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.204,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 0.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-852681A600",
"grid_service_limit_mw": 20.04,
"gross_sqft": 641890,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
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"competitive_pressure_score": 0.472,
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"entitlement_friction": 0.28,
"nearby_nodes": 3,
"network_redundancy_score": 0.663,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1603327,... | [
{
"appointment_fill_pct": 77.6,
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"dock_utilization_pct": 84.3,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 75.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_pc... | {
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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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"market_entry_score": 82.8,
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"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 3.14,
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} | {
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"lease_rate_change_pct": 1.88,
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"service_penalty_risk_usd... | {
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{
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"reason": "power_relief,speed_over_permanence",
"score": 40.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.71
},
{
"action": "se... | {
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"labor_shortage": 0.839,
"portfolio_tightness": 0.373,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102746",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "35ce4755-ab15-468f-bc24-08efb0177ef2"
} | {
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"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.099,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 7.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-4B85D58A02",
"grid_service_limit_mw": 20.09,
"gross_sqft": 579911,
"infill_site": true,
"lease_expiry_months": 69,
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"entitlement_friction": 0.678,
"nearby_nodes": 8,
"network_redundancy_score": 0.574,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 724516... | [
{
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"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"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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"lease_rate_change_pct": -3.07,
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{
"action": "activate_temp_labor",
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"score": 33.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.33
},
{
"action": "secure_pop_up_capacity",
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"labor_shortage": 0.844,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102747",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:26:00Z",
"trace_id": "af4e2051-f520-4a3d-8d80-acbd49e051e8"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.451,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-212C884B8F",
"grid_service_limit_mw": 18.69,
"gross_sqft": 585474,
"infill_site": true,
"lease_expiry_months": 49,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.6,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1744719,... | [
{
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"power_load_pct_of_service_limit": 74.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": -1.86,
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"service_penalty_ris... | {
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{
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"reason": "power_relief,speed_over_permanence",
"score": 52.24
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.09
},
{
"action": "monitor_and_stag... | {
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"labor_shortage": 0.649,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-102748",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "5dd03652-ef17-4267-a731-41c9d489b6f5"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 10.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-AD73FC9749",
"grid_service_limit_mw": 22.68,
"gross_sqft": 1439904,
"infill_site": true,
"lease_expiry_months": 43,... | {
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"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 120652... | [
{
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"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.23,
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"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 3.23,
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} | {
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"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 0.97,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.94
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.42
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.324,
"demand_pressure": 0.498,
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"labor_shortage": 0.657,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-102749",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "e0f7390f-c238-4085-966b-942f99079043"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-92A7667D92",
"grid_service_limit_mw": 19.7,
"gross_sqft": 1481843,
"infill_site": false,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.434,
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"cross_node_rebalancing_capacity_pct": 0.087,
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"nearby_nodes": 8,
"network_redundancy_score": 0.356,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.587
... | {
"annualized_noi_impact_usd": 276500,
"annualized_revenue_impact_usd": 360226,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 580497,
"expansion_capture_probability_post_event": 0.529,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.09
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.434,
"demand_pressure": 0.724,
"entitlement_friction": 0.7,
"labor_shortage": 0.584,
"portfolio_tightness": 0.437,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-102750",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:30:00Z",
"trace_id": "514aa7cd-f537-41f3-9c81-b7ac4f3fea5e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.319,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.77,
"battery_mwh": 2.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-3219C1014F",
"grid_service_limit_mw": 22.53,
"gross_sqft": 228746,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.399,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.552,
"nearby_nodes": 7,
"network_redundancy_score": 0.381,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -2605,
"annualized_revenue_impact_usd": -3608,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 575096,
"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": -0.31,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.33
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.85
},
{
"action": "secure_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.827,
"capital_availability": 0.399,
"demand_pressure": 0.523,
"entitlement_friction": 0.552,
"labor_shortage": 0.757,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102751",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:51:00Z",
"trace_id": "43ceb2f6-be20-471e-b534-e1a6709e5981"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.31,
"battery_mwh": 11.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-9B81C2CE68",
"grid_service_limit_mw": 18.39,
"gross_sqft": 1306328,
"infill_site": true,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.191,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.233,
"nearby_nodes": 7,
"network_redundancy_score": 0.406,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 1.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": -0.09,
"tenant_expansion_probability": 0.292
} | {
"annualized_noi_impact_usd": -123604,
"annualized_revenue_impact_usd": -182064,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 449294,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.95,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.88
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.191,
"demand_pressure": 0.427,
"entitlement_friction": 0.233,
"labor_shortage": 0.859,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-102752",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:59:00Z",
"trace_id": "33305a26-b7ba-480f-a640-c41c2193eaa4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.426,
"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_l... | {
"automation_penetration": 0.34,
"battery_mwh": 5.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-41C3E0B050",
"grid_service_limit_mw": 24.81,
"gross_sqft": 644629,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.526,
"nearby_nodes": 6,
"network_redundancy_score": 0.574,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 89.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.626
} | {
"annualized_noi_impact_usd": 71358,
"annualized_revenue_impact_usd": 118339,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 647091,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 2.28,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.463,
"capital_availability": 0.279,
"demand_pressure": 0.855,
"entitlement_friction": 0.526,
"labor_shortage": 0.73,
"portfolio_tightness": 0.415,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-102753",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:17:00Z",
"trace_id": "c8b49904-4d35-43a2-83ef-2787be1ca98a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.261,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.216,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.53,
"battery_mwh": 0.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-833578FB87",
"grid_service_limit_mw": 11.8,
"gross_sqft": 1271882,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.409,
"nearby_nodes": 6,
"network_redundancy_score": 0.809,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 3.01,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 4.36,
"rent_growth_90d_pct": 5.78,
"tenant_expansion_probability": 0.626
} | {
"annualized_noi_impact_usd": 491102,
"annualized_revenue_impact_usd": 728829,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 579838,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.102,
"capital_availability": 0.491,
"demand_pressure": 0.615,
"entitlement_friction": 0.409,
"labor_shortage": 1,
"portfolio_tightness": 0.552,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-102754",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:05:00Z",
"trace_id": "4f74166b-0350-4cf1-baec-d0f7544dcd05"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.237,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 8.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-0B3D593916",
"grid_service_limit_mw": 25.88,
"gross_sqft": 1097667,
"infill_site": false,
"lease_expiry_months": 64,... | {
"capital_availability": 0.114,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.482,
"nearby_nodes": 8,
"network_redundancy_score": 0.386,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": -53744,
"annualized_revenue_impact_usd": -78963,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 653382,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": -0.37,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.11
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.114,
"demand_pressure": 0.566,
"entitlement_friction": 0.482,
"labor_shortage": 0.886,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102755",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "00fc6296-fd8c-4d20-ad6c-1e79e73459d1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.38,
"battery_mwh": 6.94,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-4C04B6773F",
"grid_service_limit_mw": 22.48,
"gross_sqft": 1014786,
"infill_site": true,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.522,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.637,
"nearby_nodes": 8,
"network_redundancy_score": 0.756,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.2
} | {
"annualized_noi_impact_usd": -118645,
"annualized_revenue_impact_usd": -156060,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 520363,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -2.46,
"occupancy_shift": 0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.13
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.297,
"capital_availability": 0.522,
"demand_pressure": 0.624,
"entitlement_friction": 0.637,
"labor_shortage": 0.806,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-102756",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:26:00Z",
"trace_id": "9b3695f4-f453-42dc-a997-285520924f75"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.382,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.157,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.45,
"battery_mwh": 11.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-EF25378654",
"grid_service_limit_mw": 20.03,
"gross_sqft": 1210338,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.108,
"nearby_nodes": 4,
"network_redundancy_score": 0.385,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 96.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 78.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 5.28,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 410209,
"annualized_revenue_impact_usd": 574238,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 415352,
"expansion_capture_probability_post_event": 0.653,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.04,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.75
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.288,
"capital_availability": 0.596,
"demand_pressure": 0.914,
"entitlement_friction": 0.108,
"labor_shortage": 0.607,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102757",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:13:00Z",
"trace_id": "19a98c91-bccd-41bf-b7f2-54ff93e96423"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.105,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.42,
"battery_mwh": 5.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-FEDE322313",
"grid_service_limit_mw": 16.67,
"gross_sqft": 1158061,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.494,
"nearby_nodes": 7,
"network_redundancy_score": 0.641,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 968234... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.406
... | {
"annualized_noi_impact_usd": -9297,
"annualized_revenue_impact_usd": -13432,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 462335,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.15
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.134,
"demand_pressure": 0.527,
"entitlement_friction": 0.494,
"labor_shortage": 0.847,
"portfolio_tightness": 0.396,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102758",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "4d3f40d6-19ce-4da0-95c1-9a063da7ad4e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"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": 0.399,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.414,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.45,
"battery_mwh": 1.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-74BC47A6AC",
"grid_service_limit_mw": 24.17,
"gross_sqft": 1092025,
"infill_site": false,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.296,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.318,
"nearby_nodes": 3,
"network_redundancy_score": 0.416,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 209590... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.58
... | {
"annualized_noi_impact_usd": 46528,
"annualized_revenue_impact_usd": 78124,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 636604,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 2.93,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.07
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.621,
"capital_availability": 0.149,
"demand_pressure": 0.703,
"entitlement_friction": 0.318,
"labor_shortage": 0.783,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102759",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:31:00Z",
"trace_id": "921671f7-6abc-4f29-b4f6-d22cf0757565"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.46,
"battery_mwh": 2.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-2287AF4012",
"grid_service_limit_mw": 7.4,
"gross_sqft": 1440976,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.712,
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"entitlement_friction": 0.816,
"nearby_nodes": 2,
"network_redundancy_score": 0.65,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 171... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 89.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.93,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
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"rent_growth_30d_pct": 5.44,
"rent_growth_90d_pct": 7.23,
"tenant_expansion_probability": 0.734
} | {
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"annualized_revenue_impact_usd": 1097620,
"cap_rate_pressure_pct": 0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 667175,
"expansion_capture_probability_post_event": 0.673,
"lease_rate_change_pct": 4.84,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.44
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.616,
"demand_pressure": 0.787,
"entitlement_friction": 0.816,
"labor_shortage": 0.717,
"portfolio_tightness": 0.638,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-102760",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:47:00Z",
"trace_id": "5a97689c-4f16-421d-873c-bf99f0a35a84"
} | {
"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": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"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": 0.137,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.404,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 1.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-EACC7AB73A",
"grid_service_limit_mw": 10.03,
"gross_sqft": 1343550,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.405,
"nearby_nodes": 4,
"network_redundancy_score": 0.804,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.279
} | {
"annualized_noi_impact_usd": -329600,
"annualized_revenue_impact_usd": -508379,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 729830,
"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": -1.35,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.6
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.64
},
{
"action": "deploy_peak_shaving",
"reason": "pow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.725,
"entitlement_friction": 0.405,
"labor_shortage": 1,
"portfolio_tightness": 0.667,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102761",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "ba8f4205-a5ed-48c2-95c8-b5ae39de3d1f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.06,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.233,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 0.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-F100350CB1",
"grid_service_limit_mw": 21.98,
"gross_sqft": 401237,
"infill_site": false,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.769,
"nearby_nodes": 2,
"network_redundancy_score": 0.837,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.2,
"dock_utilization_pct": 79.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 76.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.306
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 514295,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -1.75,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.55
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.26
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.278,
"demand_pressure": 0.354,
"entitlement_friction": 0.769,
"labor_shortage": 0.484,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-102762",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:44:00Z",
"trace_id": "b822a88c-ec53-471b-bf31-a5fec0bd9c82"
} | {
"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",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.195,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.31,
"battery_mwh": 1.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-6A2E704DC4",
"grid_service_limit_mw": 16.29,
"gross_sqft": 369943,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.277,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.134,
"nearby_nodes": 7,
"network_redundancy_score": 0.532,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
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"market_entry_score": 91,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.11,
"rent_growth_90d_pct": 6.19,
"tenant_expansion_probability": 0.725
} | {
"annualized_noi_impact_usd": 85040,
"annualized_revenue_impact_usd": 122242,
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"estimated_capex_usd": 534671,
"expansion_capture_probability_post_event": 0.701,
"lease_rate_change_pct": 5.18,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.53
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.25
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.907,
"entitlement_friction": 0.134,
"labor_shortage": 0.692,
"portfolio_tightness": 0.522,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102763",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:23:00Z",
"trace_id": "fa492527-715e-4f3c-b1d9-81e1e10830f4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.44,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.42,
"battery_mwh": 9.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-D2F58A321D",
"grid_service_limit_mw": 10.85,
"gross_sqft": 869785,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.687,
"nearby_nodes": 5,
"network_redundancy_score": 0.741,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 95.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 89.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 3.66,
"rent_growth_90d_pct": 4.82,
"tenant_expansion_probability": 0.697
... | {
"annualized_noi_impact_usd": 279491,
"annualized_revenue_impact_usd": 465931,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 3.15,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.08
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.58
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.684,
"demand_pressure": 0.804,
"entitlement_friction": 0.687,
"labor_shortage": 1,
"portfolio_tightness": 0.629,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.736,
"id": "FORGE-102764",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:36:00Z",
"trace_id": "d32f0bb0-2b0a-4cbc-ae55-adabbd4e3734"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"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": -0.017,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.486,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.55,
"battery_mwh": 6.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-84D2BFF626",
"grid_service_limit_mw": 10.38,
"gross_sqft": 918717,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.038,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.657,
"nearby_nodes": 7,
"network_redundancy_score": 0.694,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 475... | [
{
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"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 0.31,
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} | {
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"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -3.01,
"occupancy_shift": -0.014,
"service_penalty_r... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.05
},
{
"action": "activate_temp_labor",
"reason"... | {
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"demand_pressure": 0.345,
"entitlement_friction": 0.657,
"labor_shortage": 0.869,
"portfolio_tightness": 0.643,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-102765",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:44:00Z",
"trace_id": "6520aab6-962f-4c8d-a6a1-bde3c18981c0"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.2,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-C3DFD0EEDA",
"grid_service_limit_mw": 6.4,
"gross_sqft": 814595,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
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"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.383,
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"nearby_nodes": 6,
"network_redundancy_score": 0.556,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 62... | [
{
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"dock_utilization_pct": 86.6,
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"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"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": "moderate",
"fore... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.53,
"rent_growth_90d_pct": 3.22,
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} | {
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"lease_rate_change_pct": 2.05,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.05
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"demand_pressure": 0.653,
"entitlement_friction": 0.696,
"labor_shortage": 0.832,
"portfolio_tightness": 0.648,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-102766",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:08:00Z",
"trace_id": "8cd23049-68e5-4309-84ce-9184081b0465"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_target": 0... | {
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"building_class": "class_a",
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"facility_id": "FAC-DE96F55F57",
"grid_service_limit_mw": 6.74,
"gross_sqft": 707335,
"infill_site": true,
"lease_expiry_months": 14,
"occup... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate... | {
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"confidence_band": "moderate",
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} | {
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"service_penalty_risk_usd":... | {
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"score": 42.53
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.25
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.726,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102767",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:30:00Z",
"trace_id": "ef10a42c-9342-4659-8526-15d08fd100be"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.328,
"seasonality": 0.61,
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... | {
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"building_class": "class_a",
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"facility_id": "FAC-0257A79D05",
"grid_service_limit_mw": 12.41,
"gross_sqft": 857680,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
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"network_redundancy_score": 0.744,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 37... | [
{
"appointment_fill_pct": 78.6,
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"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fi... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
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"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 4.06,
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} | {
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"lease_rate_change_pct": 0.44,
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"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 31.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.65
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
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"labor_shortage": 0.874,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-102768",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:20:00Z",
"trace_id": "89e65232-289b-453c-aec0-01342518f813"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 0.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-B77CEF7C79",
"grid_service_limit_mw": 12.09,
"gross_sqft": 1169778,
"infill_site": true,
"lease_expiry_months": 54,
... | {
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"network_redundancy_score": 0.353,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 749... | [
{
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"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"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": "high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probabilit... | {
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"lease_rate_change_pct": -0.59,
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"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
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"score": 33.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.05
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"labor_shortage": 0.904,
"portfolio_tightness": 0.725,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-102769",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:56:00Z",
"trace_id": "e9e81f0c-6095-4b21-9068-2a93b38566a3"
} | {
"airport_proximity_km": 53,
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 7.9,
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"dock_doors": 79,
"facility_id": "FAC-65399CAE71",
"grid_service_limit_mw": 7.75,
"gross_sqft": 798535,
"infill_site": true,
"lease_expiry_months": 22,
"occupa... | {
"capital_availability": 0.696,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.465,
"nearby_nodes": 6,
"network_redundancy_score": 0.452,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 253... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
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"rent_growth_30d_pct": 4.98,
"rent_growth_90d_pct": 3.82,
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} | {
"annualized_noi_impact_usd": 219495,
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"expansion_capture_probability_post_event": 0.557,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.035,
"service_penalty_risk_... | {
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{
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"reason": "transport_flexibility",
"score": 29.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.54
},
{
"action": "raise_priorit... | {
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"demand_pressure": 0.599,
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"labor_shortage": 0.602,
"portfolio_tightness": 0.711,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-102770",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:25:00Z",
"trace_id": "8f4ba2bf-2b6b-49c9-9bb4-390e8db4e30b"
} | {
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"environment": "production_portfolio",
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.352,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 3.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-E70E64C125",
"grid_service_limit_mw": 12.89,
"gross_sqft": 1101306,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.152,
"nearby_nodes": 6,
"network_redundancy_score": 0.354,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 973132... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
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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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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.74,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability... | {
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"decision_horizon_days": 60,
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"lease_rate_change_pct": -1.02,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 29.6
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.64
},
{
"action": "rebalance_... | {
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"demand_pressure": 0.337,
"entitlement_friction": 0.152,
"labor_shortage": 0.768,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-102771",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T07:11:00Z",
"trace_id": "323b4408-fd25-4cf9-aad1-8a69c0f8cf0f"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 9.43,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-2EEDA4153C",
"grid_service_limit_mw": 18.64,
"gross_sqft": 909744,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.318,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2100055... | [
{
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"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 3.1,
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"lease_rate_change_pct": 0.87,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 31.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.35
},
{
... | {
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"demand_pressure": 0.6,
"entitlement_friction": 0.558,
"labor_shortage": 0.556,
"portfolio_tightness": 0.473,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102772",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:15:00Z",
"trace_id": "365fabd4-177d-4f49-bcb2-17855db02a24"
} | {
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"environment": "production_portfolio",
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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"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 12.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-942AEF4AA5",
"grid_service_limit_mw": 18.63,
"gross_sqft": 1145178,
"infill_site": true,
"lease_expiry_months": 60,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.396,
"nearby_nodes": 3,
"network_redundancy_score": 0.372,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 77.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"market_entry_score": 81.3,
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"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.112
} | {
"annualized_noi_impact_usd": -301407,
"annualized_revenue_impact_usd": -417698,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.32,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.21
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.02
},
{
"action": "shift_overflow_to_s... | {
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"capital_availability": 0.099,
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"entitlement_friction": 0.396,
"labor_shortage": 0.708,
"portfolio_tightness": 0.52,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102773",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:09:00Z",
"trace_id": "a62bf68f-6001-47a1-b7f7-7f109a0553d5"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 4.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-FC07FC99BA",
"grid_service_limit_mw": 10.69,
"gross_sqft": 1014834,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
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"entitlement_friction": 0.72,
"nearby_nodes": 6,
"network_redundancy_score": 0.544,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 94.1,
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"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
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"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 4.82,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 68660,
"annualized_revenue_impact_usd": 98551,
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"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.67
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.263,
"demand_pressure": 0.676,
"entitlement_friction": 0.72,
"labor_shortage": 0.896,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-102774",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:29:00Z",
"trace_id": "533cc057-46f8-490d-9ebb-bc54f845eada"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.479,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.19,
"battery_mwh": 1.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-C984244737",
"grid_service_limit_mw": 15.28,
"gross_sqft": 637063,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.439,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.234,
"nearby_nodes": 7,
"network_redundancy_score": 0.844,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.12
... | {
"annualized_noi_impact_usd": -172335,
"annualized_revenue_impact_usd": -244166,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 559922,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.05,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.08
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.742,
"capital_availability": 0.439,
"demand_pressure": 0.506,
"entitlement_friction": 0.234,
"labor_shortage": 0.829,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102775",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:26:00Z",
"trace_id": "7c48c967-0256-4ac3-b33a-65ad0c5ef438"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.317,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.21,
"battery_mwh": 6.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-C10A66B706",
"grid_service_limit_mw": 19.13,
"gross_sqft": 918147,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.789,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.161,
"nearby_nodes": 3,
"network_redundancy_score": 0.64,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 847052,
... | [
{
"appointment_fill_pct": 76,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -42259,
"annualized_revenue_impact_usd": -66387,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 726724,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": -0.05,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.65
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.11,
"demand_pressure": 0.511,
"entitlement_friction": 0.161,
"labor_shortage": 0.854,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102776",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T07:32:00Z",
"trace_id": "bc9466df-b555-4ec0-9a74-259029a15c34"
} | {
"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": 8.4,
"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": 0.108,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.36,
"battery_mwh": 9.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-310311D87B",
"grid_service_limit_mw": 19.32,
"gross_sqft": 744373,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.355,
"nearby_nodes": 3,
"network_redundancy_score": 0.782,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.306... | {
"annualized_noi_impact_usd": -11422,
"annualized_revenue_impact_usd": -16927,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 478989,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.51
},
{
"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": 0.554,
"demand_pressure": 0.772,
"entitlement_friction": 0.355,
"labor_shortage": 0.745,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-102777",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:09:00Z",
"trace_id": "1edbf1bb-49a9-47f8-8265-31525b6e3b0b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.342,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.095,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.2,
"battery_mwh": 8.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-2EB9E62387",
"grid_service_limit_mw": 19.26,
"gross_sqft": 698142,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.415,
"nearby_nodes": 6,
"network_redundancy_score": 0.485,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 36092,
"annualized_revenue_impact_usd": 54439,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 462836,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.64
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.776,
"capital_availability": 0.504,
"demand_pressure": 0.736,
"entitlement_friction": 0.415,
"labor_shortage": 0.604,
"portfolio_tightness": 0.3,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-102778",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:58:00Z",
"trace_id": "75b184d9-336e-4193-8eea-8ab55ecb1d9b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.354,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.5,
"battery_mwh": 2.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-078FDB8628",
"grid_service_limit_mw": 6.62,
"gross_sqft": 381756,
"infill_site": false,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.683,
"nearby_nodes": 7,
"network_redundancy_score": 0.762,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2094... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 6.77,
"tenant_expansion_probability": 0.65... | {
"annualized_noi_impact_usd": 76091,
"annualized_revenue_impact_usd": 100907,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 721698,
"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 54.86
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.67
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.442,
"demand_pressure": 0.489,
"entitlement_friction": 0.683,
"labor_shortage": 0.794,
"portfolio_tightness": 0.696,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102779",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:44:00Z",
"trace_id": "bcd73232-6772-475e-ac13-5bf28eb5509d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.225,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.63,
"battery_mwh": 6.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-1E037CCB88",
"grid_service_limit_mw": 22.79,
"gross_sqft": 821706,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.126,
"nearby_nodes": 2,
"network_redundancy_score": 0.739,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1348508... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.447
} | {
"annualized_noi_impact_usd": -763,
"annualized_revenue_impact_usd": -1311,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 356735,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.77
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.474,
"capital_availability": 0.163,
"demand_pressure": 0.609,
"entitlement_friction": 0.126,
"labor_shortage": 0.805,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-102780",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:13:00Z",
"trace_id": "74c56c9b-2e45-4954-bfb9-11c210ba1061"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.196,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.45,
"battery_mwh": 1.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-B13519C7DF",
"grid_service_limit_mw": 10.57,
"gross_sqft": 1161735,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.23,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.384,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.466,
"nearby_nodes": 4,
"network_redundancy_score": 0.817,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 154... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -66625,
"annualized_revenue_impact_usd": -110028,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 412223,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 0.39,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.6
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.886,
"capital_availability": 0.23,
"demand_pressure": 0.5,
"entitlement_friction": 0.466,
"labor_shortage": 0.733,
"portfolio_tightness": 0.683,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-102781",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:49:00Z",
"trace_id": "25bf92f2-8ece-4b8b-b634-ba35bfa6fb69"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.154,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 1.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-1D52DD2973",
"grid_service_limit_mw": 15.92,
"gross_sqft": 1033464,
"infill_site": true,
"lease_expiry_months": 20,
"occ... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.219,
"nearby_nodes": 3,
"network_redundancy_score": 0.337,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.6,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 76.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -49688,
"annualized_revenue_impact_usd": -73247,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 556772,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.68
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.689,
"capital_availability": 0.55,
"demand_pressure": 0.455,
"entitlement_friction": 0.219,
"labor_shortage": 0.412,
"portfolio_tightness": 0.383,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-102782",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "526966ef-e9fe-4071-8509-57fb871e4b87"
} | {
"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": 7.1,
"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": 0.073,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.399,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 0.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-1CC3A1AFD9",
"grid_service_limit_mw": 17.08,
"gross_sqft": 1039850,
"infill_site": true,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.964,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.47,
"nearby_nodes": 5,
"network_redundancy_score": 0.658,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.55,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.3,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -2421,
"annualized_revenue_impact_usd": -3604,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 477614,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": 0.32,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.56
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.158,
"capital_availability": 0.964,
"demand_pressure": 0.425,
"entitlement_friction": 0.47,
"labor_shortage": 0.955,
"portfolio_tightness": 0.427,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102783",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:25:00Z",
"trace_id": "ec794ea4-8ad7-4e56-ba4c-aed3c8de8b1d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.389,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.28,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.43,
"battery_mwh": 2.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-E22F40B265",
"grid_service_limit_mw": 24.27,
"gross_sqft": 512070,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.554,
"nearby_nodes": 2,
"network_redundancy_score": 0.675,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 79.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.6,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 4.45,
"rent_growth_90d_pct": 5.68,
"tenant_expansion_probability": 0.725
} | {
"annualized_noi_impact_usd": 57736,
"annualized_revenue_impact_usd": 85619,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 553338,
"expansion_capture_probability_post_event": 0.664,
"lease_rate_change_pct": 3.84,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.045,
"capital_availability": 0.377,
"demand_pressure": 0.729,
"entitlement_friction": 0.554,
"labor_shortage": 0.778,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-102784",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "75c97837-3da2-4ea9-8ea1-6854276cff74"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.268,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.274,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.51,
"battery_mwh": 2.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-92F8ED201B",
"grid_service_limit_mw": 22.44,
"gross_sqft": 1054533,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.637,
"nearby_nodes": 3,
"network_redundancy_score": 0.509,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 96.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 5.2,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 261368,
"annualized_revenue_impact_usd": 385871,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 612211,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.64
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.079,
"capital_availability": 1,
"demand_pressure": 0.803,
"entitlement_friction": 0.637,
"labor_shortage": 0.657,
"portfolio_tightness": 0.496,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-102785",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:32:00Z",
"trace_id": "775baeb0-6ba0-419d-b2ad-5ec8595501bb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"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": 0.423,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.35,
"battery_mwh": 4.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-664ED23370",
"grid_service_limit_mw": 19.11,
"gross_sqft": 858302,
"infill_site": false,
"lease_expiry_months": 69,
"occup... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.549,
"nearby_nodes": 5,
"network_redundancy_score": 0.528,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 35233,
"annualized_revenue_impact_usd": 52864,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 556641,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.89
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.541,
"demand_pressure": 0.642,
"entitlement_friction": 0.549,
"labor_shortage": 0.732,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-102786",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:39:00Z",
"trace_id": "72cd2526-32a2-4cee-97fa-29b4522bbe12"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.418,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.78,
"battery_mwh": 4.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-7697B52E8E",
"grid_service_limit_mw": 11.7,
"gross_sqft": 844495,
"infill_site": false,
"lease_expiry_months": 58,
"occup... | {
"capital_availability": 0.8,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.686,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.911,
"nearby_nodes": 7,
"network_redundancy_score": 0.605,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 86.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 59323,
"annualized_revenue_impact_usd": 80096,
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"decision_horizon_days": 60,
"estimated_capex_usd": 721814,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 0.96,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.1
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.28
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.8,
"demand_pressure": 0.661,
"entitlement_friction": 0.911,
"labor_shortage": 0.688,
"portfolio_tightness": 0.565,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102787",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:00:00Z",
"trace_id": "de977ce3-962d-4512-ba36-1fb728dcd306"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": 0.068,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.39,
"battery_mwh": 5.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-8F55EC2B1C",
"grid_service_limit_mw": 21.4,
"gross_sqft": 667312,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.234,
"nearby_nodes": 4,
"network_redundancy_score": 0.535,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -89726,
"annualized_revenue_impact_usd": -152116,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 627270,
"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.72
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.49
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.744,
"capital_availability": 0.321,
"demand_pressure": 0.323,
"entitlement_friction": 0.234,
"labor_shortage": 0.579,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102788",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "09dd83ad-0987-45af-8928-da6660649022"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.286,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.414,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.51,
"battery_mwh": 10.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-6976C274F5",
"grid_service_limit_mw": 9.25,
"gross_sqft": 982110,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.764,
"nearby_nodes": 2,
"network_redundancy_score": 0.354,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 87.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.52,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.6,
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"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 101111,
"annualized_revenue_impact_usd": 136103,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.13
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.79
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.488,
"demand_pressure": 0.669,
"entitlement_friction": 0.764,
"labor_shortage": 1,
"portfolio_tightness": 0.683,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102789",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "c5f41b17-422d-4121-8a11-6e9329e3cb83"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.019,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.303,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.35,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-5259F336BB",
"grid_service_limit_mw": 22.11,
"gross_sqft": 276542,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.327,
"nearby_nodes": 4,
"network_redundancy_score": 0.55,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 80.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.142
} | {
"annualized_noi_impact_usd": -81914,
"annualized_revenue_impact_usd": -136524,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 631226,
"expansion_capture_probability_post_event": 0.034,
"lease_rate_change_pct": -2.92,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.53
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.407,
"demand_pressure": 0.324,
"entitlement_friction": 0.327,
"labor_shortage": 0.591,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-102790",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:44:00Z",
"trace_id": "99850789-f993-4a9a-a097-12b191cfee59"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.046,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.376,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.81,
"battery_mwh": 4.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-DF49DBF5B0",
"grid_service_limit_mw": 7.38,
"gross_sqft": 409062,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.522,
"nearby_nodes": 8,
"network_redundancy_score": 0.794,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 37... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"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": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.393
} | {
"annualized_noi_impact_usd": 6655,
"annualized_revenue_impact_usd": 10094,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 541875,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.27
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.262,
"capital_availability": 0.643,
"demand_pressure": 0.48,
"entitlement_friction": 0.522,
"labor_shortage": 0.941,
"portfolio_tightness": 0.626,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102791",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "e430567e-d04e-499c-a510-bd89f48f5d4a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.332,
"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,
"serv... | {
"automation_penetration": 0.49,
"battery_mwh": 1.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-20513692D4",
"grid_service_limit_mw": 10.31,
"gross_sqft": 651923,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.219,
"nearby_nodes": 5,
"network_redundancy_score": 0.621,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 39366,
"annualized_revenue_impact_usd": 55731,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 599138,
"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.413,
"capital_availability": 0.101,
"demand_pressure": 0.587,
"entitlement_friction": 0.219,
"labor_shortage": 0.653,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102792",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "a459cbae-a237-4afd-a376-34de59c516a0"
} | {
"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": 8.3,
"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": 0.414,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.48,
"battery_mwh": 10.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-58D060F31B",
"grid_service_limit_mw": 10.51,
"gross_sqft": 890835,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.58,
"nearby_nodes": 5,
"network_redundancy_score": 0.52,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.673
} | {
"annualized_noi_impact_usd": 112760,
"annualized_revenue_impact_usd": 156627,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 439534,
"expansion_capture_probability_post_event": 0.587,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.67
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.094,
"demand_pressure": 0.732,
"entitlement_friction": 0.58,
"labor_shortage": 0.783,
"portfolio_tightness": 0.584,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102793",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "fdc1df0f-1fe5-44a9-bbb4-58667c504d07"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.202,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.063,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 2.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-97DEFCE758",
"grid_service_limit_mw": 23.03,
"gross_sqft": 463235,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.623,
"nearby_nodes": 3,
"network_redundancy_score": 0.671,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": 10376,
"annualized_revenue_impact_usd": 13364,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 457233,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.07
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.325,
"demand_pressure": 0.425,
"entitlement_friction": 0.623,
"labor_shortage": 0.752,
"portfolio_tightness": 0.518,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102794",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "26e320e0-d546-4b32-8f81-2b219c5f1fe7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.094,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.67,
"battery_mwh": 1.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-83EE9173B6",
"grid_service_limit_mw": 13.92,
"gross_sqft": 599294,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.326,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.227,
"nearby_nodes": 2,
"network_redundancy_score": 0.772,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 0.07,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -86254,
"annualized_revenue_impact_usd": -135844,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 719400,
"expansion_capture_probability_post_event": 0.092,
"lease_rate_change_pct": -2.48,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.78
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.02
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.326,
"demand_pressure": 0.372,
"entitlement_friction": 0.227,
"labor_shortage": 0.642,
"portfolio_tightness": 0.534,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-102795",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:51:00Z",
"trace_id": "df4f91c8-3646-46f6-988e-08689a72afec"
} | {
"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",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.097,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.57,
"battery_mwh": 12.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-67F2BE0C7B",
"grid_service_limit_mw": 16.43,
"gross_sqft": 211055,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.436,
"nearby_nodes": 7,
"network_redundancy_score": 0.572,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 22... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 79.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.4,
"shift_fill_r... | {
"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": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.124
} | {
"annualized_noi_impact_usd": -53552,
"annualized_revenue_impact_usd": -89391,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.12,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.82
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.81
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.16,
"demand_pressure": 0.346,
"entitlement_friction": 0.436,
"labor_shortage": 0.583,
"portfolio_tightness": 0.399,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102796",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T08:36:00Z",
"trace_id": "21e7c463-1fe0-4848-90ef-167b639eb4cd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.405,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.223,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.28,
"battery_mwh": 0.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-C3375562D3",
"grid_service_limit_mw": 11.22,
"gross_sqft": 978874,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.686,
"nearby_nodes": 7,
"network_redundancy_score": 0.765,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 5.21,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 535024,
"annualized_revenue_impact_usd": 850296,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 489129,
"expansion_capture_probability_post_event": 0.705,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.44
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.72
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.258,
"demand_pressure": 0.704,
"entitlement_friction": 0.686,
"labor_shortage": 0.689,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102797",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:33:00Z",
"trace_id": "2cf7682a-9258-4a39-bcae-375c9b6b102a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_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": "250m_500m",
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"industry": "3pl",
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"retention_priority": "high",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 11.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-0F86306701",
"grid_service_limit_mw": 7.36,
"gross_sqft": 963153,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.277,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.634,
"nearby_nodes": 5,
"network_redundancy_score": 0.709,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 445927... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.7,
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.477
} | {
"annualized_noi_impact_usd": -46692,
"annualized_revenue_impact_usd": -69570,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 653079,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": -0.04,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.22
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.871,
"capital_availability": 0,
"demand_pressure": 0.499,
"entitlement_friction": 0.634,
"labor_shortage": 0.99,
"portfolio_tightness": 0.676,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-102798",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:19:00Z",
"trace_id": "971d67aa-c185-4bf7-a458-69a38659bc99"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"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": -0.002,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.24,
"battery_mwh": 2.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-B11CF12B46",
"grid_service_limit_mw": 13.08,
"gross_sqft": 846039,
"infill_site": true,
"lease_expiry_months": 40,
"... | {
"capital_availability": 0.004,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.267,
"nearby_nodes": 3,
"network_redundancy_score": 0.505,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.7,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.128
} | {
"annualized_noi_impact_usd": -409755,
"annualized_revenue_impact_usd": -612573,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 631858,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.2,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.51
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.21
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.004,
"demand_pressure": 0.351,
"entitlement_friction": 0.267,
"labor_shortage": 0.999,
"portfolio_tightness": 0.614,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102799",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:35:00Z",
"trace_id": "7ab53bda-fbb1-422a-b458-d4b3f4fa03a2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.018,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.351,
"seasonality": 0.33,
"... | {
"automation_penetration": 0.22,
"battery_mwh": 2.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-B67A091641",
"grid_service_limit_mw": 11.97,
"gross_sqft": 748032,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.31,
"nearby_nodes": 5,
"network_redundancy_score": 0.861,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": 3.1,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 5.69,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -59535,
"annualized_revenue_impact_usd": -93073,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 623146,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.21
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.4
},
{
"action": "deploy_peak_shaving",
"reason": "p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.111,
"capital_availability": 0.311,
"demand_pressure": 0.328,
"entitlement_friction": 0.31,
"labor_shortage": 0.841,
"portfolio_tightness": 0.645,
"... |
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