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": 0.828,
"id": "FORGE-106200",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "f12d84da-c530-40ef-9aa2-4f0f334590c2"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.234,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.298,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.49,
"battery_mwh": 8.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-403D709FA7",
"grid_service_limit_mw": 6.94,
"gross_sqft": 837097,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.553,
"nearby_nodes": 2,
"network_redundancy_score": 0.473,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 51... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": 3779,
"annualized_revenue_impact_usd": 5105,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 351472,
"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.005,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.46
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.069,
"demand_pressure": 0.529,
"entitlement_friction": 0.553,
"labor_shortage": 0.84,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-106201",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "17d2fc65-5eaf-419e-8cf2-f83a685bc9d1"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.027,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.181,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 10.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-84E4893508",
"grid_service_limit_mw": 25.48,
"gross_sqft": 436903,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.189,
"nearby_nodes": 2,
"network_redundancy_score": 0.731,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 986712,
... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 79.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": -0.54,
"rent_growth_90d_pct": -1.66,
"tenant_expansion_probability": 0.127
} | {
"annualized_noi_impact_usd": -104553,
"annualized_revenue_impact_usd": -144332,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 45,
"estimated_capex_usd": 560650,
"expansion_capture_probability_post_event": 0.041,
"lease_rate_change_pct": -4.29,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.72
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.744,
"capital_availability": 0,
"demand_pressure": 0.339,
"entitlement_friction": 0.189,
"labor_shortage": 0.878,
"portfolio_tightness": 0.379,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106202",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:08:00Z",
"trace_id": "21c30cea-6b2f-4a2d-9300-ab6dc3ebc511"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.248,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.19,
"battery_mwh": 8.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-3F97CD97B5",
"grid_service_limit_mw": 16.02,
"gross_sqft": 1290578,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.788,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.635,
"nearby_nodes": 6,
"network_redundancy_score": 0.406,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -95064,
"annualized_revenue_impact_usd": -144332,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 553360,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.74
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.434,
"capital_availability": 0.788,
"demand_pressure": 0.519,
"entitlement_friction": 0.635,
"labor_shortage": 0.786,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-106203",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:37:00Z",
"trace_id": "573ae3c6-4f94-4c74-9b2b-c6d9bb051435"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.087,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.111,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.77,
"battery_mwh": 6.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-C8662F0EC5",
"grid_service_limit_mw": 13.65,
"gross_sqft": 344022,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.181,
"nearby_nodes": 7,
"network_redundancy_score": 0.527,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2609... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 0.94,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -27260,
"annualized_revenue_impact_usd": -46123,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 438392,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -1.6,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.42
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0,
"demand_pressure": 0.374,
"entitlement_friction": 0.181,
"labor_shortage": 0.682,
"portfolio_tightness": 0.546,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-106204",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "3322d28f-8ced-41e4-8c9b-6ccb920bbf70"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.03,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.26,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.67,
"battery_mwh": 1.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-FE6A38ED98",
"grid_service_limit_mw": 20.44,
"gross_sqft": 810407,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.102,
"nearby_nodes": 2,
"network_redundancy_score": 0.787,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 82.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.2,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -128191,
"annualized_revenue_impact_usd": -203469,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 464376,
"expansion_capture_probability_post_event": 0.12,
"lease_rate_change_pct": -0.83,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.14
},
{
"action": "rebalance_carri... | {
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"friction_profile": {
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"capital_availability": 0.548,
"demand_pressure": 0.473,
"entitlement_friction": 0.102,
"labor_shortage": 0.962,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-106205",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:32:00Z",
"trace_id": "f5f4d093-3b94-47d8-8b02-4b871bde27de"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"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": 0.203,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.8,
"battery_mwh": 10.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-64CAE6EB01",
"grid_service_limit_mw": 11.89,
"gross_sqft": 445374,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.318,
"nearby_nodes": 7,
"network_redundancy_score": 0.312,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 62,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 21839,
"annualized_revenue_impact_usd": 34365,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 498635,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.57
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.06
},
{
"action": "defer_noncritical_projects"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.399,
"entitlement_friction": 0.318,
"labor_shortage": 0.651,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106206",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:18:00Z",
"trace_id": "abf59a86-41b7-41a6-a1d2-fb709a155bf4"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.414,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.153,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 9.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-C3CBDB7D17",
"grid_service_limit_mw": 16.31,
"gross_sqft": 348888,
"infill_site": false,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.24,
"nearby_nodes": 2,
"network_redundancy_score": 0.828,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.736
} | {
"annualized_noi_impact_usd": 54306,
"annualized_revenue_impact_usd": 85880,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 2.87,
"occupancy_shift": 0.024,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.96
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.51
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.462,
"demand_pressure": 0.57,
"entitlement_friction": 0.24,
"labor_shortage": 0.553,
"portfolio_tightness": 0.5,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-106207",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:13:00Z",
"trace_id": "fb9003bc-7074-4974-a872-4fa35d3517d5"
} | {
"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"
} | {
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.318,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.53,
"battery_mwh": 11.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-D956C70449",
"grid_service_limit_mw": 20.14,
"gross_sqft": 646826,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.887,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.163,
"nearby_nodes": 6,
"network_redundancy_score": 0.67,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 33.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": "contained",
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"occupancy_90d": 0.911,
"rent_growth_30d_pct": 4.63,
"rent_growth_90d_pct": 5.28,
"tenant_expansion_probability": 0.68... | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 483323,
"expansion_capture_probability_post_event": 0.653,
"lease_rate_change_pct": 3.59,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.94
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.887,
"demand_pressure": 0.713,
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"labor_shortage": 0.953,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-106208",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:23:00Z",
"trace_id": "49b98dd6-bf87-4d28-a3b2-08fda1fbc9b0"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.462,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.34,
"battery_mwh": 9.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-BADC49340A",
"grid_service_limit_mw": 23.71,
"gross_sqft": 1002692,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.409,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.448,
"nearby_nodes": 3,
"network_redundancy_score": 0.626,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
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"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.526
... | {
"annualized_noi_impact_usd": 71803,
"annualized_revenue_impact_usd": 119218,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.57
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.6,
"capital_availability": 0.409,
"demand_pressure": 0.751,
"entitlement_friction": 0.448,
"labor_shortage": 0.774,
"portfolio_tightness": 0.534,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106209",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:45:00Z",
"trace_id": "c38c86c8-3b74-4d61-9b52-5bf8c2448193"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.184,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.384,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.52,
"battery_mwh": 6.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-35118CE7BD",
"grid_service_limit_mw": 17.61,
"gross_sqft": 819091,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.671,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.516,
"nearby_nodes": 5,
"network_redundancy_score": 0.744,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1680986,... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.1,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"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": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.9,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": 18598,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.33
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.77
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.671,
"demand_pressure": 0.46,
"entitlement_friction": 0.516,
"labor_shortage": 0.48,
"portfolio_tightness": 0.387,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106210",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:01:00Z",
"trace_id": "29f7c357-f90f-4490-bf30-1eee34a2f8f7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.071,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.53,
"battery_mwh": 10.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-6585BF2634",
"grid_service_limit_mw": 22.07,
"gross_sqft": 592277,
"infill_site": false,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.372,
"nearby_nodes": 4,
"network_redundancy_score": 0.864,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": -0.09,
"tenant_expansion_probability": 0.212... | {
"annualized_noi_impact_usd": -105762,
"annualized_revenue_impact_usd": -142148,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 398050,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -2.24,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.56
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.541,
"demand_pressure": 0.381,
"entitlement_friction": 0.372,
"labor_shortage": 0.608,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106211",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:26:00Z",
"trace_id": "2e0a3285-e27f-4ae8-8172-72a3fd8068d5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.307,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.33,
"battery_mwh": 3.42,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-1B6D92852F",
"grid_service_limit_mw": 14.1,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.665,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.603,
"nearby_nodes": 3,
"network_redundancy_score": 0.517,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 815746... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.52
} | {
"annualized_noi_impact_usd": 12654,
"annualized_revenue_impact_usd": 20209,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 495610,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.022,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.79
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.608,
"capital_availability": 0.665,
"demand_pressure": 0.713,
"entitlement_friction": 0.603,
"labor_shortage": 0.644,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-106212",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "2103600a-4742-4220-ba8b-43523014294f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": -0.025,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.6,
"battery_mwh": 10.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-DF37391491",
"grid_service_limit_mw": 17.22,
"gross_sqft": 1446968,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.259,
"nearby_nodes": 3,
"network_redundancy_score": 0.705,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -302218,
"annualized_revenue_impact_usd": -394191,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 556122,
"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -2.84,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.36
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.01
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.539,
"capital_availability": 0.556,
"demand_pressure": 0.408,
"entitlement_friction": 0.259,
"labor_shortage": 0.784,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-106213",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:49:00Z",
"trace_id": "85a54ada-9904-4aa2-88b9-5b36ef0cf62d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.337,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.287,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.57,
"battery_mwh": 9.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-AE89AE4D89",
"grid_service_limit_mw": 14.62,
"gross_sqft": 1033476,
"infill_site": false,
"lease_expiry_months": 25,... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.664,
"nearby_nodes": 6,
"network_redundancy_score": 0.367,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 202057... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 0.04,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 28489,
"annualized_revenue_impact_usd": 37653,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 529965,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.56
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.49
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.489,
"capital_availability": 0.279,
"demand_pressure": 0.626,
"entitlement_friction": 0.664,
"labor_shortage": 0.542,
"portfolio_tightness": 0.36,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106214",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "f37e9084-0d07-48b1-8c63-d55b91a6a32f"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.042,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.296,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.77,
"battery_mwh": 11.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-10888CDA04",
"grid_service_limit_mw": 24.08,
"gross_sqft": 837261,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.233,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.397,
"nearby_nodes": 7,
"network_redundancy_score": 0.516,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -222182,
"annualized_revenue_impact_usd": -325290,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 538058,
"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -1.11,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.24
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.844,
"capital_availability": 0.233,
"demand_pressure": 0.421,
"entitlement_friction": 0.397,
"labor_shortage": 0.77,
"portfolio_tightness": 0.505,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-106215",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:59:00Z",
"trace_id": "fd2a2717-c7a3-477f-8332-5310d09961d6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.034,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.47,
"battery_mwh": 7.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-16896CB1A5",
"grid_service_limit_mw": 12.82,
"gross_sqft": 827772,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.672,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.352,
"nearby_nodes": 7,
"network_redundancy_score": 0.619,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.882,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.191... | {
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"annualized_revenue_impact_usd": -129600,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 402071,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.68
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.436,
"capital_availability": 0.672,
"demand_pressure": 0.63,
"entitlement_friction": 0.352,
"labor_shortage": 0.811,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-106216",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:32:00Z",
"trace_id": "d38bc19e-3a98-46ae-a59c-8fdaec23c609"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.305,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 4.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-BE7FF6D4ED",
"grid_service_limit_mw": 10.45,
"gross_sqft": 827056,
"infill_site": true,
"lease_expiry_months": 13,
"occup... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.518,
"nearby_nodes": 2,
"network_redundancy_score": 0.866,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 326... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -170500,
"annualized_revenue_impact_usd": -256028,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 560769,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -1.89,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.02
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.31,
"demand_pressure": 0.496,
"entitlement_friction": 0.518,
"labor_shortage": 1,
"portfolio_tightness": 0.624,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106217",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "8243b8ff-b870-4f72-85c3-86e52ab2ac72"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.275,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.294,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.23,
"battery_mwh": 0.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-6CA2CD9BF1",
"grid_service_limit_mw": 11.33,
"gross_sqft": 598856,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.018,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.542,
"nearby_nodes": 6,
"network_redundancy_score": 0.681,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 46712,
"annualized_revenue_impact_usd": 70890,
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"decision_horizon_days": 60,
"estimated_capex_usd": 680536,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.48
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.29
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.018,
"demand_pressure": 0.573,
"entitlement_friction": 0.542,
"labor_shortage": 0.989,
"portfolio_tightness": 0.698,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.724,
"id": "FORGE-106218",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:00:00Z",
"trace_id": "2d4d82ab-567a-4098-a71c-3bbb060626a8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.2,
"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": 0.072,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 1.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-763B35E215",
"grid_service_limit_mw": 14.97,
"gross_sqft": 603069,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.613,
"nearby_nodes": 4,
"network_redundancy_score": 0.635,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 119... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.3,
"dock_utilization_pct": 80.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.605,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -36792,
"annualized_revenue_impact_usd": -53380,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 367877,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.28
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.22
},
{
"action": "hold_service_levels_flat",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.618,
"capital_availability": 0.2,
"demand_pressure": 0.399,
"entitlement_friction": 0.613,
"labor_shortage": 0.434,
"portfolio_tightness": 0.361,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-106219",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:52:00Z",
"trace_id": "369b0f71-3166-4f9c-a42a-ac849b4c14cd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.011,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.75,
"battery_mwh": 5.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-31AC7801E3",
"grid_service_limit_mw": 16.71,
"gross_sqft": 1360454,
"infill_site": false,
"lease_expiry_months": 61,
"o... | {
"capital_availability": 0.865,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.662,
"nearby_nodes": 5,
"network_redundancy_score": 0.645,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -97768,
"annualized_revenue_impact_usd": -157824,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 482498,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.88
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.95
},
{
"action": "monitor_and_stage",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.865,
"demand_pressure": 0.336,
"entitlement_friction": 0.662,
"labor_shortage": 0.819,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106220",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:16:00Z",
"trace_id": "991303aa-8dc3-4a4a-97eb-cc95a31ae7f8"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.104,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.499,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.35,
"battery_mwh": 8.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-51E6CCA2B3",
"grid_service_limit_mw": 13.7,
"gross_sqft": 1243683,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.502,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.462,
"nearby_nodes": 6,
"network_redundancy_score": 0.554,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_ra... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -152137,
"annualized_revenue_impact_usd": -220631,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 493328,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -1.16,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.47
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.502,
"demand_pressure": 0.527,
"entitlement_friction": 0.462,
"labor_shortage": 0.624,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-106221",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "b03d4ede-54f1-4f1f-8b39-3d18d0c101d3"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.148,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.24,
"battery_mwh": 7.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-F84EDF83BD",
"grid_service_limit_mw": 11.03,
"gross_sqft": 1117206,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.746,
"nearby_nodes": 8,
"network_redundancy_score": 0.829,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 62.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.4,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.483
... | {
"annualized_noi_impact_usd": 10040,
"annualized_revenue_impact_usd": 14783,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 658191,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.5
},
{
"action": "offer_preemptive_expansion_te... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.633,
"demand_pressure": 0.351,
"entitlement_friction": 0.746,
"labor_shortage": 0.772,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106222",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:39:00Z",
"trace_id": "5dfebc44-5fef-48b4-8b17-b0fa79e24eb3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"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": 0.34,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.66,
"battery_mwh": 3.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-44EE3A3F49",
"grid_service_limit_mw": 7.83,
"gross_sqft": 559858,
"infill_site": true,
"lease_expiry_months": 20,
"occupa... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.221,
"nearby_nodes": 8,
"network_redundancy_score": 0.5,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 46157... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 88.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_... | {
"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": "very_high",
"forecast... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 102815,
"annualized_revenue_impact_usd": 145970,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 650496,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 2.35,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.6
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.15
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.808,
"capital_availability": 0.31,
"demand_pressure": 0.717,
"entitlement_friction": 0.221,
"labor_shortage": 0.974,
"portfolio_tightness": 0.691,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-106223",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "d3f46909-3936-4d00-b788-37b9d8d6035c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.071,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.2,
"battery_mwh": 1.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-988689F0D5",
"grid_service_limit_mw": 25.46,
"gross_sqft": 643021,
"infill_site": true,
"lease_expiry_months": 29,
"... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.648,
"nearby_nodes": 2,
"network_redundancy_score": 0.672,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.294
... | {
"annualized_noi_impact_usd": -57717,
"annualized_revenue_impact_usd": -77212,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 457358,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.59
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.467,
"demand_pressure": 0.375,
"entitlement_friction": 0.648,
"labor_shortage": 0.93,
"portfolio_tightness": 0.557,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-106224",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:42:00Z",
"trace_id": "3ad2200e-f30f-47a8-b0be-61306bf0f3e2"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.025,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.33,
"battery_mwh": 9.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-7BCFB142F6",
"grid_service_limit_mw": 25.63,
"gross_sqft": 528807,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.166,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.343,
"nearby_nodes": 6,
"network_redundancy_score": 0.346,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": -0.26,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -164029,
"annualized_revenue_impact_usd": -222227,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 553978,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.78,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.47
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.618,
"capital_availability": 0.166,
"demand_pressure": 0.34,
"entitlement_friction": 0.343,
"labor_shortage": 0.661,
"portfolio_tightness": 0.414,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106225",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:16:00Z",
"trace_id": "1e4114ec-cfe0-48d7-9a69-4e6af5d322f0"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.43,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.115,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.54,
"battery_mwh": 10.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-F2AA16A2D2",
"grid_service_limit_mw": 11.51,
"gross_sqft": 1241165,
"infill_site": true,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.86,
"nearby_nodes": 4,
"network_redundancy_score": 0.431,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 369... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.706... | {
"annualized_noi_impact_usd": 302691,
"annualized_revenue_impact_usd": 500320,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 523939,
"expansion_capture_probability_post_event": 0.592,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 59.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.556,
"capital_availability": 0.316,
"demand_pressure": 0.645,
"entitlement_friction": 0.86,
"labor_shortage": 1,
"portfolio_tightness": 0.677,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-106226",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "1bf210e1-6f65-4068-9c80-d5c0e6f7cb6b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.062,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.358,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.33,
"battery_mwh": 0.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-A0908E7D5D",
"grid_service_limit_mw": 11.87,
"gross_sqft": 163743,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.698,
"nearby_nodes": 2,
"network_redundancy_score": 0.452,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": -0.74,
"rent_growth_90d_pct": -1.66,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -40455,
"annualized_revenue_impact_usd": -65090,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 528208,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -3.89,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.04
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.431,
"demand_pressure": 0.475,
"entitlement_friction": 0.698,
"labor_shortage": 0.644,
"portfolio_tightness": 0.329,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106227",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:47:00Z",
"trace_id": "0e2062e2-17e8-4987-bc96-d853ccd734ab"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.394,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.35,
"battery_mwh": 2.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-F1BC0A8C4D",
"grid_service_limit_mw": 16.43,
"gross_sqft": 1124029,
"infill_site": false,
"lease_expiry_months": 70,... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.353,
"nearby_nodes": 2,
"network_redundancy_score": 0.499,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.2,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 191696,
"annualized_revenue_impact_usd": 278698,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 619334,
"expansion_capture_probability_post_event": 0.589,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.69
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.35
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.491,
"demand_pressure": 0.633,
"entitlement_friction": 0.353,
"labor_shortage": 0.612,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-106228",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:11:00Z",
"trace_id": "c1c8f168-571f-440b-9ae5-436a82fde22e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.183,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.62,
"battery_mwh": 0.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-6A207AEECD",
"grid_service_limit_mw": 16.16,
"gross_sqft": 663430,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.314,
"nearby_nodes": 2,
"network_redundancy_score": 0.504,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 241... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -29894,
"annualized_revenue_impact_usd": -44661,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 540514,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": -0.46,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.16
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.488,
"demand_pressure": 0.444,
"entitlement_friction": 0.314,
"labor_shortage": 0.693,
"portfolio_tightness": 0.364,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106229",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:48:00Z",
"trace_id": "81106fc6-1045-45fc-9ee9-7267f409d294"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.433,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.116,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.28,
"battery_mwh": 5.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-F224BE4AFC",
"grid_service_limit_mw": 19.47,
"gross_sqft": 492184,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.769,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.168,
"nearby_nodes": 2,
"network_redundancy_score": 0.628,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1204055... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.595
} | {
"annualized_noi_impact_usd": 24972,
"annualized_revenue_impact_usd": 32979,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 533333,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.72
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.048,
"demand_pressure": 0.729,
"entitlement_friction": 0.168,
"labor_shortage": 0.688,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106230",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:59:00Z",
"trace_id": "3db9080a-8bf7-41de-9a65-0ca0f289f3cc"
} | {
"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": 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": 0.34,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.27,
"battery_mwh": 0.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-5F8BABB1C7",
"grid_service_limit_mw": 21.13,
"gross_sqft": 831848,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.813,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.272,
"nearby_nodes": 7,
"network_redundancy_score": 0.397,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 20145,
"annualized_revenue_impact_usd": 27726,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 659674,
"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.2
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.78
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.813,
"demand_pressure": 0.587,
"entitlement_friction": 0.272,
"labor_shortage": 0.939,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106231",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:14:00Z",
"trace_id": "0132d079-7bde-4e75-903c-41055a24d589"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.363,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.273,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.52,
"battery_mwh": 11.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-287B289C52",
"grid_service_limit_mw": 15.19,
"gross_sqft": 723584,
"infill_site": true,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.141,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.726,
"nearby_nodes": 2,
"network_redundancy_score": 0.831,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 56863,
"annualized_revenue_impact_usd": 93755,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 354870,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.141,
"demand_pressure": 0.736,
"entitlement_friction": 0.726,
"labor_shortage": 0.819,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106232",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "2247487c-6ea7-4a29-afc0-9f95abe2caf2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.084,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.5,
"battery_mwh": 4.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-E97F86208C",
"grid_service_limit_mw": 14.96,
"gross_sqft": 1012593,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.688,
"nearby_nodes": 6,
"network_redundancy_score": 0.373,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": -0.86,
"tenant_expansion_probability": 0.227
... | {
"annualized_noi_impact_usd": -147963,
"annualized_revenue_impact_usd": -215928,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 574958,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -3.63,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.31
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.314,
"demand_pressure": 0.341,
"entitlement_friction": 0.688,
"labor_shortage": 0.74,
"portfolio_tightness": 0.514,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-106233",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:51:00Z",
"trace_id": "06fe74e9-3efd-4ddb-8b2a-f1be8e28fb13"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.019,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.52,
"battery_mwh": 7.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-B1ADF93204",
"grid_service_limit_mw": 24.16,
"gross_sqft": 1105700,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.083,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.481,
"nearby_nodes": 7,
"network_redundancy_score": 0.665,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 182627... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 81.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.201
} | {
"annualized_noi_impact_usd": -121745,
"annualized_revenue_impact_usd": -178075,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 393628,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.23
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.083,
"demand_pressure": 0.4,
"entitlement_friction": 0.481,
"labor_shortage": 0.817,
"portfolio_tightness": 0.51,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-106234",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:19:00Z",
"trace_id": "d82c3e05-0c1a-4993-bc83-36c23e920da3"
} | {
"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": 8.6,
"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": 0.357,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.35,
"battery_mwh": 9.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 144,
"facility_id": "FAC-48C18D4268",
"grid_service_limit_mw": 18.02,
"gross_sqft": 1444231,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.618,
"nearby_nodes": 3,
"network_redundancy_score": 0.442,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216563... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": 0.52
} | {
"annualized_noi_impact_usd": -31351,
"annualized_revenue_impact_usd": -50171,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 627117,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 38.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.17
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.806,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-106235",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:10:00Z",
"trace_id": "3a10d0ce-1c46-41f6-b956-e3f13b016d45"
} | {
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"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",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.188,
"seasonality": 0.74,
"service_... | {
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"grid_service_limit_mw": 15.57,
"gross_sqft": 535309,
"infill_site": false,
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... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.852,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.281... | {
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"lease_rate_change_pct": 0.26,
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{
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},
{
"action": "secure_pop_up_capacity",
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"score": 29.62
},
{
"action": "defer_noncritical_projects",
"re... | {
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"portfolio_tightness": 0.439,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106236",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:25:00Z",
"trace_id": "1709f77a-5048-47f5-943b-5a6892843c3b"
} | {
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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",
"authority_level": "site",
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},
{
... | {
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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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"retention_priority": "standard",
"risk_of_churn": 0.491,
"seasonality": 0.61,
"service_level_target": ... | {
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"gross_sqft": 950253,
"infill_site": false,
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"occ... | {
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"network_redundancy_score": 0.786,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_r... | {
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"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability... | {
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"service_penalty_ris... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.1
},
{
"action": "hold_service_l... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106237",
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"status": "confirmed",
"timestamp": "2026-01-01T14:11:00Z",
"trace_id": "af1c9782-5035-41cc-9212-fb396fe1fd86"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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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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"power_intensity": 0.22,
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"service_level_... | {
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"gross_sqft": 1070999,
"infill_site": true,
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"oc... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
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} | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.29
},
{
"action": "secure_pop_up... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-106238",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "c433cb38-dc49-4819-9e3c-8f0d040a2376"
} | {
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"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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"role": "operations_lead"
},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.211,
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"building_class": "class_a",
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"gross_sqft": 1033572,
"infill_site": false,
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"oc... | {
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"nearby_nodes": 6,
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
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"power_load_pct_of_service_limit": 71.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_90d_pct": -0.03,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -3.2,
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"service_penalty_risk... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.79
},
{
"action": "escalate_utility_intercon... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:43:00Z",
"trace_id": "41003afa-e684-4493-85e1-83b266c661ac"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"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": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.208,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-7214A24B8B",
"grid_service_limit_mw": 17.17,
"gross_sqft": 401645,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.948,
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"nearby_nodes": 5,
"network_redundancy_score": 0.755,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 80.4,
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"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.353
} | {
"annualized_noi_impact_usd": -1434,
"annualized_revenue_impact_usd": -2116,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 624245,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.23
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.76
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.948,
"demand_pressure": 0.392,
"entitlement_friction": 0.393,
"labor_shortage": 0.583,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-106240",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:21:00Z",
"trace_id": "cc55d20a-4239-404f-9ee3-f98def67222d"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.408,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.056,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.72,
"battery_mwh": 2.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-2CD5FA83BF",
"grid_service_limit_mw": 9.17,
"gross_sqft": 912245,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.72,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.225,
"nearby_nodes": 5,
"network_redundancy_score": 0.849,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 86,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 2.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability": 0.645
} | {
"annualized_noi_impact_usd": 219285,
"annualized_revenue_impact_usd": 366827,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 551798,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.9
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.04
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.474,
"capital_availability": 0.72,
"demand_pressure": 0.621,
"entitlement_friction": 0.225,
"labor_shortage": 0.941,
"portfolio_tightness": 0.629,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-106241",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:46:00Z",
"trace_id": "0c947006-7c7c-4fc0-8895-69018b830bf9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.428,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.38,
"battery_mwh": 1.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-ECD3422A05",
"grid_service_limit_mw": 18.83,
"gross_sqft": 1069929,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.287,
"nearby_nodes": 6,
"network_redundancy_score": 0.79,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57.6,
"dock_utilization_pct": 92.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
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"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 180249,
"annualized_revenue_impact_usd": 262790,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 508736,
"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.033,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.75
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.867,
"capital_availability": 0.377,
"demand_pressure": 1,
"entitlement_friction": 0.287,
"labor_shortage": 0.844,
"portfolio_tightness": 0.512,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-106242",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:57:00Z",
"trace_id": "f695a06a-80bc-4fad-8d27-a25e42c8a092"
} | {
"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": 8.5,
"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": 0.326,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 6.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-F0991BEB3B",
"grid_service_limit_mw": 14.17,
"gross_sqft": 1113309,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.089,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.578,
"nearby_nodes": 2,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 87.4,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.531
} | {
"annualized_noi_impact_usd": 40850,
"annualized_revenue_impact_usd": 67380,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 639012,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.76
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.089,
"demand_pressure": 0.73,
"entitlement_friction": 0.578,
"labor_shortage": 0.699,
"portfolio_tightness": 0.502,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106243",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:29:00Z",
"trace_id": "82ba4427-4e9c-4647-90b7-9223f0cdf76d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.105,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.168,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 7.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-BD40BC89C7",
"grid_service_limit_mw": 22.05,
"gross_sqft": 751476,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.285,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.574,
"nearby_nodes": 5,
"network_redundancy_score": 0.688,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -13754,
"annualized_revenue_impact_usd": -21292,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 328043,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.734,
"capital_availability": 0.104,
"demand_pressure": 0.475,
"entitlement_friction": 0.574,
"labor_shortage": 0.674,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-106244",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:29:00Z",
"trace_id": "f606823a-5a47-40e0-a81e-25981c67aae8"
} | {
"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": "labor_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.038,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.82,
"battery_mwh": 11.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-F6AA28727E",
"grid_service_limit_mw": 9.84,
"gross_sqft": 497160,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.191,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.574,
"nearby_nodes": 5,
"network_redundancy_score": 0.827,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 79,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 0.46,
"tenant_expansion_probability": 0.183
... | {
"annualized_noi_impact_usd": -263422,
"annualized_revenue_impact_usd": -367690,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 525915,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -2.92,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.67
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.67
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.191,
"demand_pressure": 0.258,
"entitlement_friction": 0.574,
"labor_shortage": 0.843,
"portfolio_tightness": 0.611,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-106245",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "42293bff-ee45-4e49-aed0-dfa48a33ff15"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.405,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.365,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 6.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-A900B662CA",
"grid_service_limit_mw": 9.77,
"gross_sqft": 995166,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.794,
"nearby_nodes": 3,
"network_redundancy_score": 0.491,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 61,
"dock_utilization_pct": 93,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.861,
"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": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.4,
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"rent_growth_30d_pct": 4.3,
"rent_growth_90d_pct": 6.05,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 436413,
"annualized_revenue_impact_usd": 645895,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 483841,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 4.08,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 52.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.68
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.567,
"demand_pressure": 1,
"entitlement_friction": 0.794,
"labor_shortage": 0.948,
"portfolio_tightness": 0.607,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-106246",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:46:00Z",
"trace_id": "66b5c3d1-a104-4382-91e4-88f066f7213a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.362,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.19,
"battery_mwh": 4.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-E5715CCE2F",
"grid_service_limit_mw": 6.41,
"gross_sqft": 1378373,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.375,
"nearby_nodes": 8,
"network_redundancy_score": 0.338,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 186... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 86.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 4.55,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 309436,
"annualized_revenue_impact_usd": 427895,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 585330,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.96
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.2
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.783,
"capital_availability": 0.384,
"demand_pressure": 0.671,
"entitlement_friction": 0.375,
"labor_shortage": 0.962,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-106247",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "d08d3192-a430-4e91-8814-a2f4d8ff1d69"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.354,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.44,
"battery_mwh": 10.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-70130CC80A",
"grid_service_limit_mw": 19.33,
"gross_sqft": 296518,
"infill_site": true,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.601,
"nearby_nodes": 6,
"network_redundancy_score": 0.468,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 85,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.704
} | {
"annualized_noi_impact_usd": 65336,
"annualized_revenue_impact_usd": 86586,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 523309,
"expansion_capture_probability_post_event": 0.678,
"lease_rate_change_pct": 2.83,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.54
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.208,
"capital_availability": 0.366,
"demand_pressure": 0.622,
"entitlement_friction": 0.601,
"labor_shortage": 0.493,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-106248",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "950bab5a-b3d9-4e1c-95d4-445db5ca5c3e"
} | {
"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": 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": 0.398,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.47,
"battery_mwh": 0.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-0A41B0C117",
"grid_service_limit_mw": 11.03,
"gross_sqft": 496454,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.958,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.677,
"nearby_nodes": 5,
"network_redundancy_score": 0.874,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": 2.95,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
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"rent_growth_30d_pct": 4.36,
"rent_growth_90d_pct": 4.06,
"tenant_expansion_probability": 0.742
} | {
"annualized_noi_impact_usd": 183931,
"annualized_revenue_impact_usd": 312191,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.672,
"lease_rate_change_pct": 2.53,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.43
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.88
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.098,
"capital_availability": 0.958,
"demand_pressure": 0.591,
"entitlement_friction": 0.677,
"labor_shortage": 0.771,
"portfolio_tightness": 0.607,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-106249",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "d8d75767-0dfd-4a55-86a6-4e62baef6d79"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.097,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-BE741CAC1F",
"grid_service_limit_mw": 12.07,
"gross_sqft": 1073597,
"infill_site": true,
"lease_expiry_months": 15,
"occupa... | {
"capital_availability": 0.618,
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"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.665,
"nearby_nodes": 2,
"network_redundancy_score": 0.714,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.4,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -298760,
"annualized_revenue_impact_usd": -511817,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 648470,
"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.66
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.42
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.618,
"demand_pressure": 0.452,
"entitlement_friction": 0.665,
"labor_shortage": 0.909,
"portfolio_tightness": 0.619,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106250",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:56:00Z",
"trace_id": "6bd6794c-e4c3-4b1c-a0a0-da5bffefe6ad"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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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": 0.166,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 0.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-51FA7EADB0",
"grid_service_limit_mw": 19.35,
"gross_sqft": 1381742,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.227,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.328,
"nearby_nodes": 7,
"network_redundancy_score": 0.827,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.4,
"rent_growth_90d_pct": 6.96,
"tenant_expansion_probability": 0.635
... | {
"annualized_noi_impact_usd": 225505,
"annualized_revenue_impact_usd": 347639,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 627643,
"expansion_capture_probability_post_event": 0.591,
"lease_rate_change_pct": 4.64,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.3
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.723,
"entitlement_friction": 0.328,
"labor_shortage": 0.743,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-106251",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:39:00Z",
"trace_id": "92d7b811-ab5f-45a0-9b7b-7e5aec014b76"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.394,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.342,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 7.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-F8C4859D4D",
"grid_service_limit_mw": 18.05,
"gross_sqft": 469580,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.525,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.057,
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"nearby_nodes": 3,
"network_redundancy_score": 0.833,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.3,
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"dock_utilization_pct": 86.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"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": "high",
"forecast... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 16948,
"annualized_revenue_impact_usd": 29142,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.82
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.697,
"entitlement_friction": 0.377,
"labor_shortage": 0.781,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106252",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "8f00ec6d-ee27-4f3d-9733-449ad0c022e2"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"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": "1b_plus",
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"growth_rate": 0.391,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 4.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-3AEEFD99E2",
"grid_service_limit_mw": 15.19,
"gross_sqft": 1158689,
"infill_site": true,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.347,
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"entitlement_friction": 0.088,
"nearby_nodes": 6,
"network_redundancy_score": 0.512,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.4,
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"dock_utilization_pct": 87.1,
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"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 91.3,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 4.47,
"rent_growth_90d_pct": 3.68,
"tenant_expansion_probability": 0.729... | {
"annualized_noi_impact_usd": 339457,
"annualized_revenue_impact_usd": 564855,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.703,
"lease_rate_change_pct": 3.14,
"occupancy_shift": 0.035,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.75
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.2,
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"entitlement_friction": 0.088,
"labor_shortage": 0.81,
"portfolio_tightness": 0.547,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-106253",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:25:00Z",
"trace_id": "89d6c443-27e1-4a31-ab3a-f40387787ec8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 4.88,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-F1C2E1B35D",
"grid_service_limit_mw": 12.66,
"gross_sqft": 416396,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.931,
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"nearby_nodes": 7,
"network_redundancy_score": 0.481,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -29394,
"annualized_revenue_impact_usd": -46865,
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"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": -1.82,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.14
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.256,
"demand_pressure": 0.509,
"entitlement_friction": 0.614,
"labor_shortage": 0.852,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-106254",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:24:00Z",
"trace_id": "cdea6418-d8cd-4791-b690-964bfd8fed88"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.157,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.38,
"battery_mwh": 5.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-1CCC85843D",
"grid_service_limit_mw": 19.7,
"gross_sqft": 1277715,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.493,
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"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.425,
"nearby_nodes": 8,
"network_redundancy_score": 0.837,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1616364... | [
{
"appointment_fill_pct": 87,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
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"anomaly_score": 0.742,
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": -0.65,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -138337,
"annualized_revenue_impact_usd": -213198,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 473473,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.82,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "capital_preservation",
"score": 28.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.03
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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"demand_pressure": 0.456,
"entitlement_friction": 0.425,
"labor_shortage": 0.53,
"portfolio_tightness": 0.381,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106255",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "0b4437f8-9d2a-4f2f-9c18-cdac7b523ea6"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 8.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-05E7F1BFFA",
"grid_service_limit_mw": 12.53,
"gross_sqft": 827303,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.107,
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"nearby_nodes": 3,
"network_redundancy_score": 0.441,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.9,
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"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"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": "very_high",
"fo... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probabilit... | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -1.17,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 36.87
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.25
},
{
"action": "escalate_utility... | {
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"entitlement_friction": 0.57,
"labor_shortage": 0.924,
"portfolio_tightness": 0.673,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-106256",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "29f2defc-1f33-48d9-989b-316f12b0ead2"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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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": 0.23,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 10.61,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-E4391812D1",
"grid_service_limit_mw": 13.58,
"gross_sqft": 915083,
"infill_site": true,
"lease_expiry_months": 26,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.352,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.8,
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"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.91,
"rent_growth_90d_pct": 6.26,
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} | {
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"expansion_capture_probability_post_event": 0.722,
"lease_rate_change_pct": 4.87,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.8
},
{
"action": "shift_overflow_to_satellite",... | {
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"capital_availability": 0.602,
"demand_pressure": 0.662,
"entitlement_friction": 0.573,
"labor_shortage": 0.618,
"portfolio_tightness": 0.641,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106257",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:00:00Z",
"trace_id": "0bb6d75d-642c-4807-aec2-9840ee724f19"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 9.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-D8AC9F0FC9",
"grid_service_limit_mw": 23.22,
"gross_sqft": 921503,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
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"cluster_utilization_pct": 0.887,
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"entitlement_friction": 0.576,
"nearby_nodes": 6,
"network_redundancy_score": 0.756,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
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"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.306
} | {
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"annualized_revenue_impact_usd": -201809,
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"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -2.38,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.85
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.75
},
{
"action": "shift_overflow_to_sat... | {
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"demand_pressure": 0.583,
"entitlement_friction": 0.576,
"labor_shortage": 0.816,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-106258",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "9e6fd687-1ef7-4333-b8c5-ed215b7a9265"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 3.9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-6B48080F5F",
"grid_service_limit_mw": 25.15,
"gross_sqft": 733095,
"infill_site": true,
"lease_expiry_months": 58,
"o... | {
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"competitive_pressure_score": 0.806,
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"nearby_nodes": 6,
"network_redundancy_score": 0.342,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.127
} | {
"annualized_noi_impact_usd": -109247,
"annualized_revenue_impact_usd": -173923,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.66,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.76
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.33
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.312,
"demand_pressure": 0.362,
"entitlement_friction": 0.562,
"labor_shortage": 0.758,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-106259",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:57:00Z",
"trace_id": "241ba430-42c9-425b-a3d2-77098851cc81"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.144,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.62,
"battery_mwh": 7.13,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-8F2490C13C",
"grid_service_limit_mw": 7.85,
"gross_sqft": 554951,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.287,
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"cross_node_rebalancing_capacity_pct": 0.067,
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"nearby_nodes": 2,
"network_redundancy_score": 0.502,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.24
... | {
"annualized_noi_impact_usd": -70129,
"annualized_revenue_impact_usd": -95677,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 441005,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.86
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.89
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.287,
"demand_pressure": 0.438,
"entitlement_friction": 0.328,
"labor_shortage": 0.713,
"portfolio_tightness": 0.587,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106260",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:43:00Z",
"trace_id": "ab3419ef-eeb1-41cf-bda3-f1ddf3de0eaf"
} | {
"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,
"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": -0.015,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.088,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 4.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 61,
"facility_id": "FAC-C416CDB881",
"grid_service_limit_mw": 17.74,
"gross_sqft": 615409,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.089,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.499,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.129,
"nearby_nodes": 8,
"network_redundancy_score": 0.798,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 79.8,
"event_name": "SORTATION_BACKUP",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -45327,
"annualized_revenue_impact_usd": -77036,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 637195,
"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.61
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.089,
"demand_pressure": 0.332,
"entitlement_friction": 0.129,
"labor_shortage": 0.684,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-106261",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:59:00Z",
"trace_id": "0003af34-b6ce-4ad4-b667-b411ab514673"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.438,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 4.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-EE6BF89518",
"grid_service_limit_mw": 10.04,
"gross_sqft": 494254,
"infill_site": true,
"lease_expiry_months": 44,
"occup... | {
"capital_availability": 0.713,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.687,
"nearby_nodes": 6,
"network_redundancy_score": 0.39,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 350... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.701
} | {
"annualized_noi_impact_usd": 88786,
"annualized_revenue_impact_usd": 127004,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 405638,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.84
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.713,
"demand_pressure": 0.739,
"entitlement_friction": 0.687,
"labor_shortage": 0.859,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-106262",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "0bd3f204-4ae9-48fd-8785-5f71b67f5c64"
} | {
"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": "power_constraint",
"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": 0.442,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.23,
"battery_mwh": 8.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-B7EC11A1FD",
"grid_service_limit_mw": 22.33,
"gross_sqft": 590401,
"infill_site": false,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.565,
"nearby_nodes": 2,
"network_redundancy_score": 0.679,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.5,
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"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.714
} | {
"annualized_noi_impact_usd": 58020,
"annualized_revenue_impact_usd": 99297,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.658,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.81
},
{
"action": "delay_spec_development... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.634,
"demand_pressure": 0.607,
"entitlement_friction": 0.565,
"labor_shortage": 0.471,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-106263",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:38:00Z",
"trace_id": "74d5c1c2-c8ce-4652-91fd-5b176e24cd8e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"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": 0.238,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.156,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.25,
"battery_mwh": 2.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-B5326FBCA6",
"grid_service_limit_mw": 21.83,
"gross_sqft": 320706,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.531,
"nearby_nodes": 5,
"network_redundancy_score": 0.829,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1709608... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.461
... | {
"annualized_noi_impact_usd": -4714,
"annualized_revenue_impact_usd": -6364,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.25
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.554,
"demand_pressure": 0.466,
"entitlement_friction": 0.531,
"labor_shortage": 0.606,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-106264",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "5399b590-528f-465b-8433-ea478e985e98"
} | {
"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": 9.2,
"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": 0.336,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 5.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 32,
"facility_id": "FAC-788F808074",
"grid_service_limit_mw": 23.77,
"gross_sqft": 327720,
"infill_site": true,
"lease_expiry_months": 10,
"occup... | {
"capital_availability": 0.041,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.493,
"nearby_nodes": 3,
"network_redundancy_score": 0.861,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.854,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 4738,
"annualized_revenue_impact_usd": 6891,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 516637,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.93
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.041,
"demand_pressure": 0.848,
"entitlement_friction": 0.493,
"labor_shortage": 0.801,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-106265",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:19:00Z",
"trace_id": "84a4aa5f-8d44-42df-a87c-12b8cec9709b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.026,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.265,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.35,
"battery_mwh": 2.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-FB9FBBE9CD",
"grid_service_limit_mw": 20.42,
"gross_sqft": 277434,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.608,
"nearby_nodes": 2,
"network_redundancy_score": 0.358,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 104... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 79.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": -0.09,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.172... | {
"annualized_noi_impact_usd": -36328,
"annualized_revenue_impact_usd": -51909,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 515225,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -2.25,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.82
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.57
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.834,
"capital_availability": 0,
"demand_pressure": 0.279,
"entitlement_friction": 0.608,
"labor_shortage": 0.787,
"portfolio_tightness": 0.552,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-106266",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "36ce6d3d-faca-4734-9fd2-c1ef20418a13"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 1.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-EBC4B99F5D",
"grid_service_limit_mw": 16,
"gross_sqft": 571018,
"infill_site": false,
"lease_expiry_months": 56,
"occupan... | {
"capital_availability": 0.625,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.352,
"nearby_nodes": 7,
"network_redundancy_score": 0.577,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 434882... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pressu... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.282
} | {
"annualized_noi_impact_usd": -92204,
"annualized_revenue_impact_usd": -140710,
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"decision_horizon_days": 60,
"estimated_capex_usd": 653289,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -0.97,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.61
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.625,
"demand_pressure": 0.416,
"entitlement_friction": 0.352,
"labor_shortage": 0.661,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106267",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "15ddddfe-8a43-4242-a546-0c644f308e13"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.318,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.34,
"battery_mwh": 4.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-412737097A",
"grid_service_limit_mw": 16.76,
"gross_sqft": 391181,
"infill_site": true,
"lease_expiry_months": 50,
"... | {
"capital_availability": 0.775,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.191,
"nearby_nodes": 8,
"network_redundancy_score": 0.366,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 96.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"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": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.614
} | {
"annualized_noi_impact_usd": 74861,
"annualized_revenue_impact_usd": 110198,
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"decision_horizon_days": 90,
"estimated_capex_usd": 514995,
"expansion_capture_probability_post_event": 0.59,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.03,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.52
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.597,
"capital_availability": 0.775,
"demand_pressure": 0.839,
"entitlement_friction": 0.191,
"labor_shortage": 0.706,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106268",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "1a32e773-95de-4c33-b7d1-7273845f0b0e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.367,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 0.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-43DD97C9C2",
"grid_service_limit_mw": 14.35,
"gross_sqft": 1215065,
"infill_site": false,
"lease_expiry_months": 59,... | {
"capital_availability": 0.208,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.711,
"nearby_nodes": 6,
"network_redundancy_score": 0.698,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 75687,
"annualized_revenue_impact_usd": 103588,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 447608,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.78
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.208,
"demand_pressure": 0.582,
"entitlement_friction": 0.711,
"labor_shortage": 0.823,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-106269",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:01:00Z",
"trace_id": "b92e7602-c32b-4a49-80e2-89727afa44e1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.27,
"battery_mwh": 3.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-5D7BB08FCD",
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{
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{
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{
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1.0.0-forge-industrial-sample | {
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"trace_id": "d575d12e-f3a5-4ab4-acb9-a4cbd48656e2"
} | {
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"sector": "industrial_real_estate",
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} | {
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{
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{... | {
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}
} | {
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... | {
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{
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},
{
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{
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "1f9c55a5-655a-49c9-b34f-29ffe21368a2"
} | {
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"region": "south_central_us",
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} | {
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{
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{
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"LOG-CST-005"
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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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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T14:20:00Z",
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} | {
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} | {
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},
{
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... | {
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}
} | {
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"... | {
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{
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 32.07
},
{
"action": "offer_preemptive_expansion_ter... | {
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1.0.0-forge-industrial-sample | {
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"severity": "critical",
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"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "d3171017-37c5-48f3-a623-606e30bc2938"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"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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"gross_sqft": 729426,
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"spec_pipeline... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
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"forecast_pr... | {
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 31.85
},
{
"action": "activate_temp_labor",
"reason": ... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106274",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:16:00Z",
"trace_id": "aca25506-d3c9-4d78-9ec2-df624bfc9107"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{
... | {
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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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"power_intensity": 0.63,
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"risk_of_churn": 0.408,
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"service_l... | {
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"clear_height_ft": 32,
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"dock_doors": 62,
"facility_id": "FAC-A7581C2B9F",
"grid_service_limit_mw": 22.12,
"gross_sqft": 622915,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.765,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.376,
"nearby_nodes": 2,
"network_redundancy_score": 0.563,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 128... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": -0.57,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -101405,
"annualized_revenue_impact_usd": -137686,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 620177,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -2.76,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.58
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.43
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.777,
"capital_availability": 0,
"demand_pressure": 0.493,
"entitlement_friction": 0.376,
"labor_shortage": 0.932,
"portfolio_tightness": 0.447,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106275",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:19:00Z",
"trace_id": "15d2b4e9-739b-40e9-99d4-e0d11405b248"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.223,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.49,
"battery_mwh": 10.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-46C2F63E22",
"grid_service_limit_mw": 12.46,
"gross_sqft": 1002667,
"infill_site": false,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.812,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.533,
"nearby_nodes": 5,
"network_redundancy_score": 0.729,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 113... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.48,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 358060,
"annualized_revenue_impact_usd": 494455,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 551064,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.024,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.41
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.392,
"capital_availability": 0.812,
"demand_pressure": 0.582,
"entitlement_friction": 0.533,
"labor_shortage": 0.673,
"portfolio_tightness": 0.657,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106276",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "dadfe178-b9ad-47b8-aefa-9ab570ab6611"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.042,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.18,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.34,
"battery_mwh": 5.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-D1CF852747",
"grid_service_limit_mw": 14.57,
"gross_sqft": 643620,
"infill_site": false,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.119,
"nearby_nodes": 4,
"network_redundancy_score": 0.866,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.226
} | {
"annualized_noi_impact_usd": -78128,
"annualized_revenue_impact_usd": -121974,
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"decision_horizon_days": 90,
"estimated_capex_usd": 598744,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -0.89,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.1
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.245,
"demand_pressure": 0.307,
"entitlement_friction": 0.119,
"labor_shortage": 0.986,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106277",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "f6889cca-c46a-4ae0-acb8-f323aadbc80b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.089,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.292,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.4,
"battery_mwh": 4.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-02F39BB8F9",
"grid_service_limit_mw": 11.31,
"gross_sqft": 1102078,
"infill_site": true,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.415,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.402,
"nearby_nodes": 8,
"network_redundancy_score": 0.565,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 165... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 60.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 3.04,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 6.1,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": 106298,
"annualized_revenue_impact_usd": 176743,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 510160,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.79
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.216,
"capital_availability": 0.415,
"demand_pressure": 0.343,
"entitlement_friction": 0.402,
"labor_shortage": 0.779,
"portfolio_tightness": 0.696,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-106278",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:19:00Z",
"trace_id": "4460010f-b1cd-4d47-a8c1-683a65555633"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.122,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.51,
"battery_mwh": 12.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-6D442737E6",
"grid_service_limit_mw": 19.54,
"gross_sqft": 1199869,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.152,
"nearby_nodes": 2,
"network_redundancy_score": 0.458,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 689236,... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 24.4,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.8,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 4.55,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -23433,
"annualized_revenue_impact_usd": -30078,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 597949,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.08
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.29
},
{
"action": "hold_service_lev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.695,
"demand_pressure": 0.381,
"entitlement_friction": 0.152,
"labor_shortage": 0.415,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-106279",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:59:00Z",
"trace_id": "2f109245-e96c-40b4-917b-8e789692db6f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_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": false,
"growth_rate": -0.034,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.484,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.36,
"battery_mwh": 1.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-3E99766F0D",
"grid_service_limit_mw": 25.79,
"gross_sqft": 1099832,
"infill_site": false,
"lease_expiry_months": 71,
"o... | {
"capital_availability": 0.337,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.554,
"nearby_nodes": 2,
"network_redundancy_score": 0.607,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.232
} | {
"annualized_noi_impact_usd": -212213,
"annualized_revenue_impact_usd": -312658,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 455181,
"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": -1.38,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.04
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.337,
"demand_pressure": 0.34,
"entitlement_friction": 0.554,
"labor_shortage": 0.777,
"portfolio_tightness": 0.564,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106280",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "a2b559ca-9b93-4b93-95fb-343e4ba50a95"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.315,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.383,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.28,
"battery_mwh": 7.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-99DEA02317",
"grid_service_limit_mw": 17.33,
"gross_sqft": 1012490,
"infill_site": false,
"lease_expiry_months": 54,
"o... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.324,
"nearby_nodes": 5,
"network_redundancy_score": 0.575,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": 39508,
"annualized_revenue_impact_usd": 54484,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 458338,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.2
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.496,
"capital_availability": 0.395,
"demand_pressure": 0.785,
"entitlement_friction": 0.324,
"labor_shortage": 0.73,
"portfolio_tightness": 0.42,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-106281",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:04:00Z",
"trace_id": "e157f6c1-0748-450a-98af-edfac735f5a8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.356,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.37,
"battery_mwh": 1.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-546E2036FA",
"grid_service_limit_mw": 20.39,
"gross_sqft": 805259,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.164,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.577,
"nearby_nodes": 6,
"network_redundancy_score": 0.483,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 91.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 6.2,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 88889,
"annualized_revenue_impact_usd": 122926,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 551545,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 4.46,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.01
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.164,
"demand_pressure": 0.927,
"entitlement_friction": 0.577,
"labor_shortage": 0.593,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-106282",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "2562c514-303a-45cb-a8ce-df1d75fa2ca8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.223,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.45,
"battery_mwh": 4.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-B8F5CF5749",
"grid_service_limit_mw": 9.98,
"gross_sqft": 1241019,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.628,
"nearby_nodes": 8,
"network_redundancy_score": 0.582,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 82... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 84.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.31,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.7,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.415
... | {
"annualized_noi_impact_usd": -77187,
"annualized_revenue_impact_usd": -120298,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 498913,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": -1.75,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.41
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.49
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.799,
"capital_availability": 0.423,
"demand_pressure": 0.559,
"entitlement_friction": 0.628,
"labor_shortage": 0.984,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-106283",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "ff34701a-c9b4-4f40-9f6c-a97f9a25bd52"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.061,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.61,
"battery_mwh": 6.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-0359A0E197",
"grid_service_limit_mw": 7.56,
"gross_sqft": 882333,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.649,
"nearby_nodes": 6,
"network_redundancy_score": 0.429,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 95... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -174153,
"annualized_revenue_impact_usd": -223880,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 539209,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.57
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.464,
"capital_availability": 0.646,
"demand_pressure": 0.578,
"entitlement_friction": 0.649,
"labor_shortage": 0.779,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-106284",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:25:00Z",
"trace_id": "d137f654-efa1-4983-abbe-ad15a7c78a09"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"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": 0.205,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.71,
"battery_mwh": 8.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-BC196896BF",
"grid_service_limit_mw": 14.79,
"gross_sqft": 686283,
"infill_site": false,
"lease_expiry_months": 17,
"occ... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.621,
"nearby_nodes": 5,
"network_redundancy_score": 0.697,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1787775,... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"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",
"for... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.473
... | {
"annualized_noi_impact_usd": 28444,
"annualized_revenue_impact_usd": 40161,
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"decision_horizon_days": 30,
"estimated_capex_usd": 546675,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": -0.64,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.96
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.65
},
{
"action": "shift_overflow_to_satell... | {
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"demand_pressure": 0.443,
"entitlement_friction": 0.621,
"labor_shortage": 0.758,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-106285",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:27:00Z",
"trace_id": "f2d11c38-ac67-4625-8a5c-3854e467beb5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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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": 0.396,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 5.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-FB4D6BF1BC",
"grid_service_limit_mw": 10.68,
"gross_sqft": 1403756,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.437,
"nearby_nodes": 6,
"network_redundancy_score": 0.794,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 88... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 39.5,
"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 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": 2.72,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -427443,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -2.25,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.633,
"demand_pressure": 0.475,
"entitlement_friction": 0.437,
"labor_shortage": 1,
"portfolio_tightness": 0.623,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-106286",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "66c3c077-8add-4bdd-94e7-b7dfe5b689bf"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.321,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.093,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.3,
"battery_mwh": 8.61,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-625AE0C264",
"grid_service_limit_mw": 18.46,
"gross_sqft": 853341,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.217,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.417,
"nearby_nodes": 8,
"network_redundancy_score": 0.49,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 635071,
... | [
{
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"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.98,
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"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.512
} | {
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"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.65
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.91
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.217,
"demand_pressure": 0.718,
"entitlement_friction": 0.417,
"labor_shortage": 0.879,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106287",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "7d755dd9-3950-47fd-917c-a8db3cae8218"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.19,
"battery_mwh": 8.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-C28A2932B1",
"grid_service_limit_mw": 14.59,
"gross_sqft": 384648,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.717,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.587,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.299,
"nearby_nodes": 6,
"network_redundancy_score": 0.807,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.639,
"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": 2.71,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.7,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 5.04,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 59409,
"annualized_revenue_impact_usd": 99079,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 2.75,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.1
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.119,
"capital_availability": 0.717,
"demand_pressure": 0.409,
"entitlement_friction": 0.299,
"labor_shortage": 0.655,
"portfolio_tightness": 0.533,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-106288",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "bf82b969-e433-4d13-8b05-45dadda0103a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_target": 0.9... | {
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"battery_mwh": 5.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-B12CEB3D2A",
"grid_service_limit_mw": 18.29,
"gross_sqft": 762658,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.091,
"nearby_nodes": 7,
"network_redundancy_score": 0.875,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 87.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 78419,
"annualized_revenue_impact_usd": 105643,
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"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 3.5,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.2
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.304,
"capital_availability": 0.221,
"demand_pressure": 0.77,
"entitlement_friction": 0.091,
"labor_shortage": 0.764,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-106289",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "35029872-7896-4c43-aea2-0bc04e97862f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.361,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.33,
"battery_mwh": 5.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-36BBA9729B",
"grid_service_limit_mw": 19.56,
"gross_sqft": 1237186,
"infill_site": false,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.148,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.632,
"nearby_nodes": 5,
"network_redundancy_score": 0.69,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 62... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": -0.96,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 6192,
"annualized_revenue_impact_usd": 10634,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 645744,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.148,
"demand_pressure": 0.62,
"entitlement_friction": 0.632,
"labor_shortage": 0.613,
"portfolio_tightness": 0.358,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106290",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:22:00Z",
"trace_id": "826f0a14-6525-4314-98e2-9c387c17ae36"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"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": 0.057,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.115,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.59,
"battery_mwh": 3.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-36F9E674C5",
"grid_service_limit_mw": 19.63,
"gross_sqft": 1252062,
"infill_site": false,
"lease_expiry_months": 40,... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.237,
"nearby_nodes": 3,
"network_redundancy_score": 0.721,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": -0.37,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -167616,
"annualized_revenue_impact_usd": -284508,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 308685,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -2.21,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.68
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.781,
"capital_availability": 0.094,
"demand_pressure": 0.329,
"entitlement_friction": 0.237,
"labor_shortage": 0.596,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106291",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "9c7a7a8c-d5ea-43d6-994c-1db70cb78284"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.322,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.33,
"battery_mwh": 8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-F8D9010C94",
"grid_service_limit_mw": 23.11,
"gross_sqft": 1455858,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.707,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.365,
"nearby_nodes": 6,
"network_redundancy_score": 0.678,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.664,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.308
} | {
"annualized_noi_impact_usd": -19188,
"annualized_revenue_impact_usd": -30219,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 560193,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.78
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.707,
"demand_pressure": 0.398,
"entitlement_friction": 0.365,
"labor_shortage": 0.756,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-106292",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:30:00Z",
"trace_id": "84aa719f-8c96-407c-b874-c475627b0870"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"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": 0.168,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.2,
"battery_mwh": 3.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-D94CD7650E",
"grid_service_limit_mw": 13.18,
"gross_sqft": 830503,
"infill_site": true,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.246,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.214,
"nearby_nodes": 2,
"network_redundancy_score": 0.538,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1660972... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 25.9,
"dock_utilization_pct": 79.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.3,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": 1768,
"annualized_revenue_impact_usd": 2364,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 568587,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.49
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.85
},
{
"action": "moni... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0.246,
"demand_pressure": 0.329,
"entitlement_friction": 0.214,
"labor_shortage": 0.457,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-106293",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "2a77edcf-fe61-4ff2-86c2-f92f0141fdd1"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.097,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.57,
"battery_mwh": 2.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-2ECCBD0C09",
"grid_service_limit_mw": 11.85,
"gross_sqft": 1297687,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.822,
"nearby_nodes": 7,
"network_redundancy_score": 0.657,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.2,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -272024,
"annualized_revenue_impact_usd": -399766,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 629462,
"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -0.22,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.11
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.359,
"capital_availability": 0.419,
"demand_pressure": 0.682,
"entitlement_friction": 0.822,
"labor_shortage": 0.724,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106294",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:45:00Z",
"trace_id": "be4e3623-98b5-4d60-90f6-f0aec5811b02"
} | {
"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": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.018,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.362,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.34,
"battery_mwh": 12.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-07431C16E0",
"grid_service_limit_mw": 13.97,
"gross_sqft": 1144147,
"infill_site": false,
"lease_expiry_months": 39... | {
"capital_availability": 0.853,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.781,
"nearby_nodes": 8,
"network_redundancy_score": 0.743,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 181245... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 78.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -65064,
"annualized_revenue_impact_usd": -105430,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 428025,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -1.93,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.73
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.6
},
{
"action": "activate_temp_labor",
"reason": "labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.316,
"entitlement_friction": 0.781,
"labor_shortage": 0.751,
"portfolio_tightness": 0.372,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-106295",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:23:00Z",
"trace_id": "10a4916a-63d0-42c4-bad1-d8d5659f129c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 2.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-D149896568",
"grid_service_limit_mw": 10.7,
"gross_sqft": 685432,
"infill_site": true,
"lease_expiry_months": 28,
"occupa... | {
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"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.506,
"nearby_nodes": 2,
"network_redundancy_score": 0.429,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.1,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 3.64,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": -19701,
"annualized_revenue_impact_usd": -31101,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 698777,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 1.25,
"occupancy_shift": -0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.67
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.407,
"demand_pressure": 0.499,
"entitlement_friction": 0.506,
"labor_shortage": 0.909,
"portfolio_tightness": 0.635,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-106296",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "29eb3963-6baa-4b1a-8169-c561317f9942"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.118,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.11,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.76,
"battery_mwh": 12.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-26DB7E5A37",
"grid_service_limit_mw": 23.38,
"gross_sqft": 265829,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.502,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.22,
"nearby_nodes": 5,
"network_redundancy_score": 0.816,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -24118,
"annualized_revenue_impact_usd": -34256,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 379184,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.54
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.502,
"demand_pressure": 0.636,
"entitlement_friction": 0.22,
"labor_shortage": 0.745,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106297",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:19:00Z",
"trace_id": "46976e6c-24b6-4183-8ab0-c0d1d2b76447"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.455,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.43,
"battery_mwh": 6.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-9DD1301C10",
"grid_service_limit_mw": 16.22,
"gross_sqft": 1122106,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.67,
"nearby_nodes": 8,
"network_redundancy_score": 0.513,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 25201,
"annualized_revenue_impact_usd": 34696,
"cap_rate_pressure_pct": -0.09,
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"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.49
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.1
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.268,
"demand_pressure": 0.462,
"entitlement_friction": 0.67,
"labor_shortage": 0.513,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-106298",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:39:00Z",
"trace_id": "930127e3-4e93-4c93-95f1-9e00dbd657b2"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.025,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.134,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 4.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-8B57E28356",
"grid_service_limit_mw": 11.48,
"gross_sqft": 272134,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.307,
"nearby_nodes": 3,
"network_redundancy_score": 0.538,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -149634,
"annualized_revenue_impact_usd": -210791,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 615753,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -2.72,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.37
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.541,
"demand_pressure": 0.386,
"entitlement_friction": 0.307,
"labor_shortage": 0.915,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-106299",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "7e86735e-a975-4b9b-99f6-c23a904be1e2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.82,
"battery_mwh": 2.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-AD9423B311",
"grid_service_limit_mw": 11.77,
"gross_sqft": 839130,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.174,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.424,
"nearby_nodes": 2,
"network_redundancy_score": 0.498,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.263
} | {
"annualized_noi_impact_usd": -16646,
"annualized_revenue_impact_usd": -26753,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 563904,
"expansion_capture_probability_post_event": 0.179,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.19
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.174,
"demand_pressure": 0.778,
"entitlement_friction": 0.424,
"labor_shortage": 0.678,
"portfolio_tightness": 0.484,
... |
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