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": 0.815,
"id": "FORGE-108500",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:24:00Z",
"trace_id": "a79b079f-c183-4e08-84ca-01f184728ff6"
} | {
"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": 7.7,
"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": 0.117,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.042,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.51,
"battery_mwh": 3.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-FB8BA213C4",
"grid_service_limit_mw": 24.52,
"gross_sqft": 985963,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.26,
"nearby_nodes": 3,
"network_redundancy_score": 0.599,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1136475,... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 81.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -125490,
"annualized_revenue_impact_usd": -174275,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 445331,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -1.21,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.08
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.488,
"demand_pressure": 0.425,
"entitlement_friction": 0.26,
"labor_shortage": 0.535,
"portfolio_tightness": 0.399,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108501",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:11:00Z",
"trace_id": "d43c44b7-530e-4e77-a5b6-1b46e9b1e3d2"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.006,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.33,
"battery_mwh": 0.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-179F2F1A4A",
"grid_service_limit_mw": 7.5,
"gross_sqft": 828645,
"infill_site": false,
"lease_expiry_months": 23,
"occup... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.454,
"nearby_nodes": 2,
"network_redundancy_score": 0.764,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 42... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -257148,
"annualized_revenue_impact_usd": -364882,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 550240,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -0.57,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.63
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.622,
"capital_availability": 0.548,
"demand_pressure": 0.588,
"entitlement_friction": 0.454,
"labor_shortage": 0.911,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108502",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "c15240e1-ea0c-41e8-a796-491ea28cd9df"
} | {
"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": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.005,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.67,
"battery_mwh": 10.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-0B71F25EB4",
"grid_service_limit_mw": 18.46,
"gross_sqft": 634411,
"infill_site": false,
"lease_expiry_months": 48,
"oc... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.759,
"nearby_nodes": 4,
"network_redundancy_score": 0.862,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.6,
"dock_utilization_pct": 76.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 59.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.613,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability": 0.254
} | {
"annualized_noi_impact_usd": -51074,
"annualized_revenue_impact_usd": -87118,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 439259,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -2.53,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.5
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.271,
"demand_pressure": 0.152,
"entitlement_friction": 0.759,
"labor_shortage": 0.666,
"portfolio_tightness": 0.481,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108503",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:26:00Z",
"trace_id": "8f3c21ed-57f7-4746-ad09-83137d5b104e"
} | {
"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": "power_constraint",
"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": 0.129,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.172,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.67,
"battery_mwh": 11.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-D3187F5DA5",
"grid_service_limit_mw": 18.02,
"gross_sqft": 962661,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.558,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.205,
"nearby_nodes": 6,
"network_redundancy_score": 0.498,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.359
... | {
"annualized_noi_impact_usd": 37294,
"annualized_revenue_impact_usd": 63699,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 562095,
"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.96
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.558,
"demand_pressure": 0.711,
"entitlement_friction": 0.205,
"labor_shortage": 0.701,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108504",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:27:00Z",
"trace_id": "c3c24d57-77aa-4545-9217-0e4909b548a4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.039,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.37,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.45,
"battery_mwh": 8.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-9220335F3C",
"grid_service_limit_mw": 22.05,
"gross_sqft": 700777,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.674,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.175,
"nearby_nodes": 2,
"network_redundancy_score": 0.667,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 396205... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.09,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 0.55,
"tenant_expansion_probability": 0.108
} | {
"annualized_noi_impact_usd": -143238,
"annualized_revenue_impact_usd": -222488,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 651488,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.96,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.79
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.674,
"demand_pressure": 0.614,
"entitlement_friction": 0.175,
"labor_shortage": 0.711,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-108505",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:19:00Z",
"trace_id": "50d9f1ed-a2ae-416a-b066-5cb63cb68633"
} | {
"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": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.405,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 10.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-C9774B1304",
"grid_service_limit_mw": 20.63,
"gross_sqft": 784054,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.088,
"nearby_nodes": 7,
"network_redundancy_score": 0.416,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 89.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 4.44,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 323187,
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"decision_horizon_days": 60,
"estimated_capex_usd": 604002,
"expansion_capture_probability_post_event": 0.67,
"lease_rate_change_pct": 3.44,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.94
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.088,
"labor_shortage": 0.77,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108506",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "dd4bc478-cfc0-49ba-81f2-7b43bc1675f2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.312,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.68,
"battery_mwh": 1.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-96B09DFC40",
"grid_service_limit_mw": 19,
"gross_sqft": 1264180,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
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"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.151,
"nearby_nodes": 2,
"network_redundancy_score": 0.83,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 82,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -218199,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": -2.43,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.24
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.12
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.298,
"demand_pressure": 0.425,
"entitlement_friction": 0.151,
"labor_shortage": 0.722,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108507",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:29:00Z",
"trace_id": "bdd49c21-f009-42ea-87eb-fd8b28e04a39"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.205,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.23,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.19,
"battery_mwh": 2.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-5C9DD79EFF",
"grid_service_limit_mw": 14.16,
"gross_sqft": 959817,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.605,
"nearby_nodes": 6,
"network_redundancy_score": 0.316,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.3,
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"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": 63045,
"annualized_revenue_impact_usd": 85637,
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"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.006,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.42
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.605,
"demand_pressure": 0.537,
"entitlement_friction": 0.605,
"labor_shortage": 0.707,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-108508",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:25:00Z",
"trace_id": "a53d2a1b-fbca-4f7b-9637-1c8a54e9f87c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.227,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.43,
"battery_mwh": 2.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-D2B7413B4F",
"grid_service_limit_mw": 12.62,
"gross_sqft": 763625,
"infill_site": true,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.463,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.117,
"nearby_nodes": 5,
"network_redundancy_score": 0.375,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": 26469,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.574,
"capital_availability": 0.463,
"demand_pressure": 0.577,
"entitlement_friction": 0.117,
"labor_shortage": 0.64,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-108509",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:54:00Z",
"trace_id": "b965beb2-04a6-42eb-ad91-f573b015b1b4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.258,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.4,
"battery_mwh": 3.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-B77B2015C8",
"grid_service_limit_mw": 15.57,
"gross_sqft": 754139,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.234,
"nearby_nodes": 5,
"network_redundancy_score": 0.352,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 4.95,
"tenant_expansion_probability": 0.251
... | {
"annualized_noi_impact_usd": -80340,
"annualized_revenue_impact_usd": -124594,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 458798,
"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.77
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.4,
"demand_pressure": 0.596,
"entitlement_friction": 0.234,
"labor_shortage": 0.983,
"portfolio_tightness": 0.629,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-108510",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:20:00Z",
"trace_id": "cc3839ae-0034-42e5-9a27-4a3866a5dd3f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.145,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.347,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.73,
"battery_mwh": 6.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-9D598D60E5",
"grid_service_limit_mw": 22.5,
"gross_sqft": 565995,
"infill_site": false,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.368,
"nearby_nodes": 3,
"network_redundancy_score": 0.617,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -38138,
"annualized_revenue_impact_usd": -54074,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 403211,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.59
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.279,
"capital_availability": 0.556,
"demand_pressure": 0.545,
"entitlement_friction": 0.368,
"labor_shortage": 0.868,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108511",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "68ed8fae-ce35-439a-87ea-ad777ac8c409"
} | {
"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": 8.2,
"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": 0.22,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 7.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-2C7D56AA13",
"grid_service_limit_mw": 17.73,
"gross_sqft": 555408,
"infill_site": true,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.34,
"nearby_nodes": 5,
"network_redundancy_score": 0.812,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.448
} | {
"annualized_noi_impact_usd": -1416,
"annualized_revenue_impact_usd": -2052,
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"decision_horizon_days": 30,
"estimated_capex_usd": 491930,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 1.09,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.89
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.647,
"demand_pressure": 0.541,
"entitlement_friction": 0.34,
"labor_shortage": 1,
"portfolio_tightness": 0.476,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108512",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:27:00Z",
"trace_id": "7def2040-2b54-40d9-aa3f-1b1d4775f558"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.301,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.076,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.53,
"battery_mwh": 4.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-48CE8C2162",
"grid_service_limit_mw": 11.99,
"gross_sqft": 1509705,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.319,
"nearby_nodes": 8,
"network_redundancy_score": 0.505,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.492... | {
"annualized_noi_impact_usd": 10436,
"annualized_revenue_impact_usd": 17567,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 692666,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.93
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.201,
"demand_pressure": 0.508,
"entitlement_friction": 0.319,
"labor_shortage": 0.915,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-108513",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:35:00Z",
"trace_id": "5469bfef-7f6b-4a76-8160-ba66e7ccd2b8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"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": 0.028,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.208,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.51,
"battery_mwh": 7.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-50E7DF8361",
"grid_service_limit_mw": 25.69,
"gross_sqft": 773376,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.497,
"nearby_nodes": 8,
"network_redundancy_score": 0.448,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 25.6,
"dock_utilization_pct": 77.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.34,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -58030,
"annualized_revenue_impact_usd": -74792,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 671554,
"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.63
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 21.89
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.543,
"capital_availability": 0.283,
"demand_pressure": 0.239,
"entitlement_friction": 0.497,
"labor_shortage": 0.544,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-108514",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:31:00Z",
"trace_id": "de1aa9f2-665a-400f-974f-198bbed419ae"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.388,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.65,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-12558D6039",
"grid_service_limit_mw": 11.2,
"gross_sqft": 366547,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.374,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.137,
"nearby_nodes": 3,
"network_redundancy_score": 0.446,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 87.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 5.17,
"tenant_expansion_probability": 0.71
... | {
"annualized_noi_impact_usd": 122510,
"annualized_revenue_impact_usd": 176743,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 503266,
"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 4.67,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.43
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.383,
"capital_availability": 0.374,
"demand_pressure": 0.777,
"entitlement_friction": 0.137,
"labor_shortage": 0.53,
"portfolio_tightness": 0.396,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-108515",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:36:00Z",
"trace_id": "85f50476-e988-402a-8f57-8e3b10f4c5e7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.309,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.64,
"battery_mwh": 4.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-F467159D4D",
"grid_service_limit_mw": 10.8,
"gross_sqft": 534781,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.59,
"nearby_nodes": 6,
"network_redundancy_score": 0.348,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 71619,
"annualized_revenue_impact_usd": 100754,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 487415,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.97
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.09
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.819,
"capital_availability": 0,
"demand_pressure": 0.606,
"entitlement_friction": 0.59,
"labor_shortage": 0.949,
"portfolio_tightness": 0.677,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108516",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:09:00Z",
"trace_id": "cbda5230-5f5d-45cf-8784-64e0274e5b3c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.211,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.28,
"battery_mwh": 2.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-A9BAF3DAC2",
"grid_service_limit_mw": 7.19,
"gross_sqft": 1063211,
"infill_site": true,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.224,
"nearby_nodes": 3,
"network_redundancy_score": 0.437,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -110517,
"annualized_revenue_impact_usd": -185218,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 573725,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": 0.87,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.32
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.47
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.522,
"capital_availability": 0.336,
"demand_pressure": 0.386,
"entitlement_friction": 0.224,
"labor_shortage": 0.872,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-108517",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:28:00Z",
"trace_id": "80f2ca82-e0c4-4229-a39e-0aeb15fd7f2b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.421,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.27,
"battery_mwh": 11.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-63AF3CFD35",
"grid_service_limit_mw": 24.06,
"gross_sqft": 502038,
"infill_site": true,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.097,
"nearby_nodes": 2,
"network_redundancy_score": 0.39,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 94015,
... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 87.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 32250,
"annualized_revenue_impact_usd": 49374,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 423407,
"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.87
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.719,
"capital_availability": 0.373,
"demand_pressure": 0.772,
"entitlement_friction": 0.097,
"labor_shortage": 0.616,
"portfolio_tightness": 0.385,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-108518",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "50ac0228-0275-4bec-ad24-d2601a6e76da"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.33,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.424,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.79,
"battery_mwh": 8.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-86C46E1A49",
"grid_service_limit_mw": 15.94,
"gross_sqft": 784925,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.54,
"nearby_nodes": 6,
"network_redundancy_score": 0.543,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1618523... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.508
} | {
"annualized_noi_impact_usd": -11834,
"annualized_revenue_impact_usd": -17901,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 528711,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 0.86,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.61
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0.544,
"demand_pressure": 0.638,
"entitlement_friction": 0.54,
"labor_shortage": 0.62,
"portfolio_tightness": 0.477,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108519",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:00:00Z",
"trace_id": "f504f7b0-26c7-4f61-b91a-9ca31276a594"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.364,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.178,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.24,
"battery_mwh": 1.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-A554F65266",
"grid_service_limit_mw": 10.95,
"gross_sqft": 798278,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.789,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.778,
"nearby_nodes": 5,
"network_redundancy_score": 0.391,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.632
} | {
"annualized_noi_impact_usd": 85635,
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"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 567522,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.93
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.335,
"capital_availability": 0.789,
"demand_pressure": 0.579,
"entitlement_friction": 0.778,
"labor_shortage": 1,
"portfolio_tightness": 0.632,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108520",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:15:00Z",
"trace_id": "c72ead01-38a0-480a-8b98-039cff7dfa5c"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.06,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.61,
"battery_mwh": 11.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-3689570043",
"grid_service_limit_mw": 19.5,
"gross_sqft": 988146,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.59,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.359,
"nearby_nodes": 6,
"network_redundancy_score": 0.817,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 61.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 5.31,
"tenant_expansion_probability": 0.355... | {
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"annualized_revenue_impact_usd": 98901,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 409450,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 1.75,
"occupancy_shift": 0.03,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.72
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 25.09
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.259,
"demand_pressure": 0.594,
"entitlement_friction": 0.359,
"labor_shortage": 0.569,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108521",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:18:00Z",
"trace_id": "caa59a54-067a-4035-847e-180d92e9bdd2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"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": 0.416,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.056,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.82,
"battery_mwh": 2.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-FAF36D1E7F",
"grid_service_limit_mw": 18.03,
"gross_sqft": 590344,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.501,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.556,
"nearby_nodes": 7,
"network_redundancy_score": 0.655,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.4,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.036,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 42.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.95
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.501,
"demand_pressure": 1,
"entitlement_friction": 0.556,
"labor_shortage": 0.563,
"portfolio_tightness": 0.33,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108522",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:33:00Z",
"trace_id": "0cf32964-60b6-4fc7-858f-a7eb93f98ef8"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.415,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.22,
"battery_mwh": 0.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-170A2124FD",
"grid_service_limit_mw": 16.03,
"gross_sqft": 1029600,
"infill_site": true,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.195,
"nearby_nodes": 4,
"network_redundancy_score": 0.742,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2016... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 87.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 5.51,
"tenant_expansion_probability": 0.695
} | {
"annualized_noi_impact_usd": 245656,
"annualized_revenue_impact_usd": 353846,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.663,
"lease_rate_change_pct": 4.69,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.71
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0.35,
"demand_pressure": 0.781,
"entitlement_friction": 0.195,
"labor_shortage": 0.632,
"portfolio_tightness": 0.399,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108523",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "87cef24c-4e18-4e26-94c7-a08a7d993dae"
} | {
"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": 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": -0.027,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 11.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-8AB19C22F1",
"grid_service_limit_mw": 24.25,
"gross_sqft": 1091710,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.184,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.345,
"nearby_nodes": 8,
"network_redundancy_score": 0.68,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": -0.26,
"rent_growth_90d_pct": -1.06,
"tenant_expansion_probability": 0.085
} | {
"annualized_noi_impact_usd": -426882,
"annualized_revenue_impact_usd": -587989,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 30,
"estimated_capex_usd": 676836,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.03,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.68
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0.184,
"demand_pressure": 0.318,
"entitlement_friction": 0.345,
"labor_shortage": 0.619,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-108524",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:48:00Z",
"trace_id": "08ab6e87-f83a-4106-a1f2-2f1615402a42"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.006,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.2,
"battery_mwh": 4.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-37E592FF50",
"grid_service_limit_mw": 19.4,
"gross_sqft": 1156703,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.011,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.688,
"nearby_nodes": 5,
"network_redundancy_score": 0.451,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 217711... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 76.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": -1.37,
"rent_growth_90d_pct": 1,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -408756,
"annualized_revenue_impact_usd": -530578,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 643636,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.15,
"occupancy_shift": -0.024,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.24
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.81,
"capital_availability": 0.011,
"demand_pressure": 0.19,
"entitlement_friction": 0.688,
"labor_shortage": 1,
"portfolio_tightness": 0.454,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108525",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "41cd3f87-2081-49a0-9a94-eb2cd982d174"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.291,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.362,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.24,
"battery_mwh": 5.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-597C05F53E",
"grid_service_limit_mw": 11.49,
"gross_sqft": 817764,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.756,
"nearby_nodes": 7,
"network_redundancy_score": 0.543,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.481
... | {
"annualized_noi_impact_usd": -59759,
"annualized_revenue_impact_usd": -87511,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 659118,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 0.7,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 34.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.82
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.362,
"demand_pressure": 0.513,
"entitlement_friction": 0.756,
"labor_shortage": 0.807,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108526",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:51:00Z",
"trace_id": "084a85aa-da0d-4090-9d83-9880fa932908"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.178,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.57,
"battery_mwh": 2.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-94774E34D0",
"grid_service_limit_mw": 8.34,
"gross_sqft": 995648,
"infill_site": true,
"lease_expiry_months": 31,
"occupa... | {
"capital_availability": 0.755,
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"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.799,
"nearby_nodes": 2,
"network_redundancy_score": 0.523,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 82.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.3,
"shift_fill_rat... | {
"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... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
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"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 5.57,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": 116940,
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"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.37
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.755,
"demand_pressure": 0.447,
"entitlement_friction": 0.799,
"labor_shortage": 1,
"portfolio_tightness": 0.607,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-108527",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:01:00Z",
"trace_id": "ced4aa87-2985-465d-82c5-b7413a9e02e0"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.244,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 3.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-EAB04CEF7B",
"grid_service_limit_mw": 14.56,
"gross_sqft": 819479,
"infill_site": true,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.121,
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"competitive_pressure_score": 0.289,
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"nearby_nodes": 4,
"network_redundancy_score": 0.464,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 99,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.8,
"dock_utilization_pct": 91.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 4.43,
"rent_growth_90d_pct": 6.01,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 275908,
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"expansion_capture_probability_post_event": 0.492,
"lease_rate_change_pct": 3.58,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.36
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.121,
"demand_pressure": 0.888,
"entitlement_friction": 0.703,
"labor_shortage": 0.826,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-108528",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:14:00Z",
"trace_id": "2ab6a19d-5b23-4ff3-955e-f6d8be048e9a"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.079,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.25,
"battery_mwh": 1.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-A8BD0D857A",
"grid_service_limit_mw": 18.6,
"gross_sqft": 1055283,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.814,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.411,
"nearby_nodes": 2,
"network_redundancy_score": 0.407,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 32... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
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"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": -0.44,
"tenant_expansion_probability": 0.218
} | {
"annualized_noi_impact_usd": -171849,
"annualized_revenue_impact_usd": -238132,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -2.88,
"occupancy_shift": 0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.94
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.814,
"demand_pressure": 0.62,
"entitlement_friction": 0.411,
"labor_shortage": 0.628,
"portfolio_tightness": 0.325,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108529",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "3e0807c6-284a-45d6-9c1b-268657221433"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.026,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.81,
"battery_mwh": 9.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-646BBC383F",
"grid_service_limit_mw": 16.29,
"gross_sqft": 725100,
"infill_site": true,
"lease_expiry_months": 62,
"... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.955,
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"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.459,
"nearby_nodes": 3,
"network_redundancy_score": 0.503,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 79.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": -0.09,
"tenant_expansion_probability": 0.126
... | {
"annualized_noi_impact_usd": -255683,
"annualized_revenue_impact_usd": -334950,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 666557,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.32,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.11
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.92
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.484,
"capital_availability": 0.03,
"demand_pressure": 0.335,
"entitlement_friction": 0.459,
"labor_shortage": 0.572,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-108530",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "4e7c8c36-4d06-4c34-a2b7-78af8445fac0"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.023,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.231,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 9.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-E98D9A17B5",
"grid_service_limit_mw": 15.47,
"gross_sqft": 393678,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.434,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.16,
"nearby_nodes": 5,
"network_redundancy_score": 0.868,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": -0.97,
"rent_growth_90d_pct": -1.66,
"tenant_expansion_probability": 0.121
} | {
"annualized_noi_impact_usd": -51338,
"annualized_revenue_impact_usd": -66838,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 60,
"estimated_capex_usd": 531254,
"expansion_capture_probability_post_event": 0.046,
"lease_rate_change_pct": -3.66,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.07
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.869,
"capital_availability": 0.434,
"demand_pressure": 0.402,
"entitlement_friction": 0.16,
"labor_shortage": 0.605,
"portfolio_tightness": 0.303,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108531",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:39:00Z",
"trace_id": "bf5feabb-bfc9-4872-a485-23b1cd2d66ac"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.337,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.51,
"battery_mwh": 3.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-0066187BD2",
"grid_service_limit_mw": 19.78,
"gross_sqft": 887881,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.198,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.639,
"nearby_nodes": 2,
"network_redundancy_score": 0.88,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 1.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -7315,
"annualized_revenue_impact_usd": -10142,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 651934,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": -0.6,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.02
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.667,
"capital_availability": 0.198,
"demand_pressure": 0.522,
"entitlement_friction": 0.639,
"labor_shortage": 0.931,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-108532",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "a3b94fe9-7165-4386-ac7a-ab0972b163d2"
} | {
"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": 8.7,
"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": 0.254,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.231,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 6.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-102B3A87C0",
"grid_service_limit_mw": 23.84,
"gross_sqft": 451709,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.38,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.694,
"nearby_nodes": 8,
"network_redundancy_score": 0.36,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 293167,
... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 82.2,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.403
} | {
"annualized_noi_impact_usd": -13979,
"annualized_revenue_impact_usd": -19134,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 698365,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -0.93,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.47
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.38,
"demand_pressure": 0.463,
"entitlement_friction": 0.694,
"labor_shortage": 0.774,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108533",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:27:00Z",
"trace_id": "ce809d5c-a5f5-4d3e-99f1-05fce0932f15"
} | {
"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": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.404,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.66,
"battery_mwh": 7.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-E179DB5442",
"grid_service_limit_mw": 9.97,
"gross_sqft": 686729,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.448,
"nearby_nodes": 4,
"network_redundancy_score": 0.408,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 58.6,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.877,
"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": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 4.19,
"rent_growth_90d_pct": 5.78,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 250893,
"annualized_revenue_impact_usd": 402560,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 631931,
"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.024,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.34
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.66,
"capital_availability": 0.152,
"demand_pressure": 0.91,
"entitlement_friction": 0.448,
"labor_shortage": 0.962,
"portfolio_tightness": 0.638,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108534",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:24:00Z",
"trace_id": "4e7ee392-2962-486d-b87f-4db484dd07f9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.114,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.82,
"battery_mwh": 0.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-34D0B98D47",
"grid_service_limit_mw": 7.61,
"gross_sqft": 360589,
"infill_site": false,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.394,
"nearby_nodes": 5,
"network_redundancy_score": 0.393,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 676... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 3.02,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.07,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": 96305,
"annualized_revenue_impact_usd": 138015,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 534722,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.88
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.564,
"demand_pressure": 0.598,
"entitlement_friction": 0.394,
"labor_shortage": 0.629,
"portfolio_tightness": 0.673,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-108535",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:46:00Z",
"trace_id": "5508724d-4a27-48c7-b972-2b241f77c53f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"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": 0.192,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 10.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-DD2237BA41",
"grid_service_limit_mw": 15.11,
"gross_sqft": 342800,
"infill_site": true,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.577,
"nearby_nodes": 4,
"network_redundancy_score": 0.374,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.4,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.48... | {
"annualized_noi_impact_usd": 39199,
"annualized_revenue_impact_usd": 59148,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 531303,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.83
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.64
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.624,
"demand_pressure": 0.503,
"entitlement_friction": 0.577,
"labor_shortage": 0.45,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-108536",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "3bc6b3dc-3c79-4eb1-b1b2-1e026c741ec3"
} | {
"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": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.007,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.201,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.7,
"battery_mwh": 5.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-B2D3DEAD69",
"grid_service_limit_mw": 7.77,
"gross_sqft": 781192,
"infill_site": false,
"lease_expiry_months": 37,
"occup... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.519,
"nearby_nodes": 2,
"network_redundancy_score": 0.792,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 91... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": -25128,
"annualized_revenue_impact_usd": -38714,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 505421,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.74
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.2
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.496,
"demand_pressure": 0.308,
"entitlement_friction": 0.519,
"labor_shortage": 0.961,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-108537",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:38:00Z",
"trace_id": "69cf8974-717a-44c7-acf9-e53d21bb3cfa"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.397,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.365,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.44,
"battery_mwh": 11.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-B10ACAB786",
"grid_service_limit_mw": 14.6,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.693,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.709,
"nearby_nodes": 7,
"network_redundancy_score": 0.546,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1448130,... | [
{
"appointment_fill_pct": 94.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 16743,
"annualized_revenue_impact_usd": 28691,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 550100,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 2.81,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.61
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.301,
"capital_availability": 0.693,
"demand_pressure": 0.779,
"entitlement_friction": 0.709,
"labor_shortage": 0.555,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108538",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:34:00Z",
"trace_id": "82c51f82-2eec-44f5-826e-3639825f023b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.096,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.39,
"battery_mwh": 2.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-20E651BD32",
"grid_service_limit_mw": 15.21,
"gross_sqft": 1386462,
"infill_site": true,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0.146,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.37,
"nearby_nodes": 2,
"network_redundancy_score": 0.536,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -495293,
"annualized_revenue_impact_usd": -763502,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 527522,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.95
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.734,
"capital_availability": 0.146,
"demand_pressure": 0.36,
"entitlement_friction": 0.37,
"labor_shortage": 1,
"portfolio_tightness": 0.561,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-108539",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:41:00Z",
"trace_id": "04aaf433-e6b1-438a-9c0d-6e1f3d351be0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.042,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.484,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.68,
"battery_mwh": 8.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-E326FBE94B",
"grid_service_limit_mw": 14.04,
"gross_sqft": 684093,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.62,
"nearby_nodes": 7,
"network_redundancy_score": 0.311,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.9,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -204256,
"annualized_revenue_impact_usd": -269705,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 502824,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -1.09,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.88
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.561,
"demand_pressure": 0.401,
"entitlement_friction": 0.62,
"labor_shortage": 1,
"portfolio_tightness": 0.652,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-108540",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:28:00Z",
"trace_id": "4460c656-0e04-4304-960f-7d446c354480"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"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": 0.231,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.279,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.24,
"battery_mwh": 1.1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 35,
"facility_id": "FAC-E00D0A1A1F",
"grid_service_limit_mw": 15.98,
"gross_sqft": 356222,
"infill_site": false,
"lease_expiry_months": 10,
"... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.154,
"nearby_nodes": 7,
"network_redundancy_score": 0.347,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 58... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 19.5,
"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": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 24802,
"annualized_revenue_impact_usd": 35958,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 578759,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.33
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.9
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.534,
"demand_pressure": 0.518,
"entitlement_friction": 0.154,
"labor_shortage": 0.539,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108541",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "e4799ae7-388f-4a8f-ad4f-cd9604ab226f"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 6.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-2395331ED9",
"grid_service_limit_mw": 26.73,
"gross_sqft": 705592,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.571,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.236,
"nearby_nodes": 2,
"network_redundancy_score": 0.732,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.2,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 5.69,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 108168,
"annualized_revenue_impact_usd": 174476,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 427513,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 3.7,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.71
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.571,
"demand_pressure": 0.546,
"entitlement_friction": 0.236,
"labor_shortage": 0.635,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108542",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:33:00Z",
"trace_id": "b2367f1f-dc08-418f-9f3e-b4497868846c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.423,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.188,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 5.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-41401FEA2A",
"grid_service_limit_mw": 22.9,
"gross_sqft": 331283,
"infill_site": false,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.207,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.459,
"nearby_nodes": 2,
"network_redundancy_score": 0.401,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 466003... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 87.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.613
} | {
"annualized_noi_impact_usd": 20311,
"annualized_revenue_impact_usd": 29495,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 549770,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 60.07
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.03
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.207,
"demand_pressure": 0.757,
"entitlement_friction": 0.459,
"labor_shortage": 0.617,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108543",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:51:00Z",
"trace_id": "53c8f4da-0fd3-44ac-8def-041c63d989ad"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.359,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 9.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-E38178BEC0",
"grid_service_limit_mw": 12.27,
"gross_sqft": 931548,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.752,
"nearby_nodes": 8,
"network_redundancy_score": 0.683,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 57.4,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.565
} | {
"annualized_noi_impact_usd": 134128,
"annualized_revenue_impact_usd": 186049,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 628286,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.03
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.42
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.618,
"demand_pressure": 0.815,
"entitlement_friction": 0.752,
"labor_shortage": 0.989,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-108544",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:21:00Z",
"trace_id": "506358ba-57c3-4a86-be52-89cceed24af9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.128,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.353,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.74,
"battery_mwh": 9.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-2172EE863F",
"grid_service_limit_mw": 17.57,
"gross_sqft": 1318588,
"infill_site": false,
"lease_expiry_months": 36,... | {
"capital_availability": 0.305,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.09,
"nearby_nodes": 2,
"network_redundancy_score": 0.671,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1809773,... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 78.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 2.13,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
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"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.301
... | {
"annualized_noi_impact_usd": -153134,
"annualized_revenue_impact_usd": -204859,
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"decision_horizon_days": 30,
"estimated_capex_usd": 511458,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -0.03,
"occupancy_shift": -0.013,
"service_penalty_r... | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29
},
{
"action": "rebalance_carrier_mix",
"reason": "tra... | {
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"labor_shortage": 0.772,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108545",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "0090c8d6-945a-40b2-96c8-8aea0cb82131"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"retention_priority": "high",
"risk_of_churn": 0.153,
"seasonality": 0.61,
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... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 14.34,
"gross_sqft": 975656,
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"lease_expiry_months": 8,
"... | {
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"network_redundancy_score": 0.456,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 88.2,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 2.38,
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} | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.38
},
{
"action": "secure_pop_up_capacity",
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"labor_shortage": 0.94,
"portfolio_tightness": 0.64,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108546",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:23:00Z",
"trace_id": "d0d81966-9a49-41ab-8c14-1cd1a999deca"
} | {
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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-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.193,
"seasonality": 0.74,
"service_... | {
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"grid_service_limit_mw": 11.91,
"gross_sqft": 1432024,
"infill_site": false,
"lease_expiry_months": 43... | {
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{
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... | {
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"service_penalty_risk_... | {
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"score": 32.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.92
},
{
"action": "hold_... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:34:00Z",
"trace_id": "83306c61-071d-4a94-9f6b-a1e69bcbd89a"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-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"
}
} | {
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"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_target":... | {
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"facility_id": "FAC-8F145CF46F",
"grid_service_limit_mw": 10.02,
"gross_sqft": 1052276,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
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"confidence_band": "very_high",
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} | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.84
},
{
"action": "defer_noncritical_projects",
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-108548",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:24:00Z",
"trace_id": "f594fbee-a63c-40e9-88d4-dd169f08758c"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.471,
"seasonality": 0.82,
"service_level_targ... | {
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"grid_service_limit_mw": 15.04,
"gross_sqft": 1154174,
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"lease_expiry_months": 41,
... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fil... | {
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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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} | {
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"service_penalty_ri... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.14
},
{
"action": "defer_noncritical_projects",
"re... | {
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"labor_shortage": 0.874,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-108549",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "8a31bb0d-0b1f-4ef0-8f6c-9238a7ee24c1"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.72,
"battery_mwh": 5.94,
"building_class": "class_a_plus",
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"grid_service_limit_mw": 10.43,
"gross_sqft": 595852,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.771,
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"network_redundancy_score": 0.765,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.91,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 161017,
"annualized_revenue_impact_usd": 222114,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 500410,
"expansion_capture_probability_post_event": 0.6,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.037,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.26
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.771,
"demand_pressure": 0.812,
"entitlement_friction": 0.683,
"labor_shortage": 0.722,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-108550",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:38:00Z",
"trace_id": "bec10fa8-4086-4533-a4ab-38a4df01debb"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.122,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.3,
"battery_mwh": 9.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-A068ABAB48",
"grid_service_limit_mw": 10.56,
"gross_sqft": 1137606,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.366,
"nearby_nodes": 2,
"network_redundancy_score": 0.806,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 216024... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 352646,
"annualized_revenue_impact_usd": 548429,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 435167,
"expansion_capture_probability_post_event": 0.574,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.7
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.808,
"entitlement_friction": 0.366,
"labor_shortage": 0.728,
"portfolio_tightness": 0.667,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108551",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:47:00Z",
"trace_id": "42567c75-044f-4152-a945-66e3e1575cc3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.128,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.3,
"battery_mwh": 11.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-AB29BE57F7",
"grid_service_limit_mw": 22.34,
"gross_sqft": 747929,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.584,
"nearby_nodes": 4,
"network_redundancy_score": 0.63,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 595644,... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rat... | {
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"anomaly_score": 0.744,
"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,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
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"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": -0.52,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -10352,
"annualized_revenue_impact_usd": -17323,
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"decision_horizon_days": 60,
"estimated_capex_usd": 451492,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": -1.59,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.03
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.119,
"demand_pressure": 0.507,
"entitlement_friction": 0.584,
"labor_shortage": 0.626,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108552",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "506e62c1-b8de-4ee7-8ab1-3740852d253c"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 6.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-CA6C1EE5B4",
"grid_service_limit_mw": 23.08,
"gross_sqft": 439106,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0.951,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.179,
"nearby_nodes": 8,
"network_redundancy_score": 0.698,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 136584... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.6,
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"rent_growth_30d_pct": 3.97,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.573
} | {
"annualized_noi_impact_usd": 83754,
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"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 2.78,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.74
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.59
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.951,
"demand_pressure": 0.669,
"entitlement_friction": 0.179,
"labor_shortage": 0.573,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108553",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:54:00Z",
"trace_id": "c63642d2-fa81-44ff-9c11-4bc6de6bd758"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.19,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.41,
"battery_mwh": 9.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-55B14D9F98",
"grid_service_limit_mw": 15.22,
"gross_sqft": 373163,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.786,
"cluster_utilization_pct": 0.963,
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"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.52,
"nearby_nodes": 5,
"network_redundancy_score": 0.34,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
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"rent_growth_30d_pct": 3.94,
"rent_growth_90d_pct": 6.49,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 222569,
"annualized_revenue_impact_usd": 288639,
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"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 56.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.72
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.643,
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"demand_pressure": 0.622,
"entitlement_friction": 0.52,
"labor_shortage": 1,
"portfolio_tightness": 0.607,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-108554",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "a667e14a-7c8b-4c77-932c-fa62c7adf45f"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.025,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.459,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.62,
"battery_mwh": 8.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-899EE183EF",
"grid_service_limit_mw": 11.25,
"gross_sqft": 1126032,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.629,
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"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.599,
"nearby_nodes": 6,
"network_redundancy_score": 0.374,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
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"rent_growth_30d_pct": 1.17,
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},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.39
},
{
"action": "secure_pop_up... | {
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1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:50:00Z",
"trace_id": "16296d4d-3811-486e-9948-38a5f5357c5c"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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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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"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.49,
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"grid_service_limit_mw": 15.84,
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{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 35.38
},
{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108556",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "72f1bcd0-c8b4-4854-99cc-be2cac562a0e"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.9... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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},
{
"action": "shift_overflow_to_satellite",
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"score": 28.98
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{
"action": "escalate_utility... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-02T06:34:00Z",
"trace_id": "10fc82af-b6e9-4c58-8823-90f205911a07"
} | {
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"region": "northeast_us",
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} | {
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},
{
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"lease_expiry_months": 13,... | {
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{
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} | {
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.66
},
{
"action": "secure_pop_up_capacity",
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-02T05:52:00Z",
"trace_id": "9a959679-bc28-443c-b0c0-3c0a99fbcd1a"
} | {
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} | {
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},
{
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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"reefer_temp_delta_c": 0.15,
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"shift_fil... | {
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} | {
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},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.78
},
{
"action": "shift_overflow_to_satellite",
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108559",
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"status": "decision_pending",
"timestamp": "2026-01-02T04:50:00Z",
"trace_id": "9da5844b-b865-408d-b585-ed7f19917fd5"
} | {
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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"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"se... | {
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"grid_service_limit_mw": 18.48,
"gross_sqft": 1302940,
"infill_site": true,
"lease_expiry_months": 69,
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"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.385,
"nearby_nodes": 7,
"network_redundancy_score": 0.434,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.5,
"dock_utilization_pct": 79.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.637,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": 7234,
"annualized_revenue_impact_usd": 9996,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 560906,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.01,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.92
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.896,
"demand_pressure": 0.325,
"entitlement_friction": 0.385,
"labor_shortage": 0.576,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-108560",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:32:00Z",
"trace_id": "049714d0-3e88-44b5-ab48-60a9390b1caa"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.135,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.4,
"battery_mwh": 1.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-343AB5E66E",
"grid_service_limit_mw": 17.37,
"gross_sqft": 299307,
"infill_site": true,
"lease_expiry_months": 48,
"occup... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.407,
"nearby_nodes": 4,
"network_redundancy_score": 0.759,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": -0.02,
"tenant_expansion_probability": 0.309
... | {
"annualized_noi_impact_usd": -31815,
"annualized_revenue_impact_usd": -48101,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 573208,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -2.44,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.45
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.26
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.714,
"demand_pressure": 0.407,
"entitlement_friction": 0.407,
"labor_shortage": 0.917,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-108561",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T08:19:00Z",
"trace_id": "3bc54b0c-1308-4560-b887-2fe0365038f8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"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": 0.44,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.37,
"battery_mwh": 6.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-65D9187220",
"grid_service_limit_mw": 17.04,
"gross_sqft": 917543,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.177,
"nearby_nodes": 7,
"network_redundancy_score": 0.498,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability": 0.694
} | {
"annualized_noi_impact_usd": 195543,
"annualized_revenue_impact_usd": 273164,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 420561,
"expansion_capture_probability_post_event": 0.622,
"lease_rate_change_pct": 4.38,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 46.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.47
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.338,
"demand_pressure": 0.807,
"entitlement_friction": 0.177,
"labor_shortage": 0.768,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108562",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:54:00Z",
"trace_id": "8fe74da7-7e54-4258-9ea7-246e6d51b344"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.006,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.152,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 0.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-20434B3953",
"grid_service_limit_mw": 11.92,
"gross_sqft": 1117948,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.115,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.524,
"nearby_nodes": 7,
"network_redundancy_score": 0.506,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 78.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": -0.45,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.099
} | {
"annualized_noi_impact_usd": -245624,
"annualized_revenue_impact_usd": -399521,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 581044,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.83,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.76
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.728,
"capital_availability": 0.115,
"demand_pressure": 0.248,
"entitlement_friction": 0.524,
"labor_shortage": 0.656,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108563",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:56:00Z",
"trace_id": "51ee88df-b50d-49ee-ad87-0cbcdd9b46f7"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"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"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.405,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.67,
"battery_mwh": 8.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-AB3FF0C36F",
"grid_service_limit_mw": 15.31,
"gross_sqft": 432215,
"infill_site": false,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.341,
"nearby_nodes": 2,
"network_redundancy_score": 0.667,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 161340... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": -10600,
"annualized_revenue_impact_usd": -17859,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 716536,
"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": 1.1,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.43
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.104,
"demand_pressure": 0.673,
"entitlement_friction": 0.341,
"labor_shortage": 0.68,
"portfolio_tightness": 0.402,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-108564",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:48:00Z",
"trace_id": "7774ffc9-45de-47ea-bd4a-66f1b6c5f885"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"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": 0.28,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 9.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-D21D30A82E",
"grid_service_limit_mw": 9.29,
"gross_sqft": 1173087,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.434,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.392,
"nearby_nodes": 8,
"network_redundancy_score": 0.86,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 83.6,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.464... | {
"annualized_noi_impact_usd": -196978,
"annualized_revenue_impact_usd": -324073,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 548501,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": -0.66,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.36
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.434,
"demand_pressure": 0.479,
"entitlement_friction": 0.392,
"labor_shortage": 0.935,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108565",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:12:00Z",
"trace_id": "24aec1fa-3bf2-4fe5-9421-ded1048ef5b1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.67,
"battery_mwh": 9.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-C5E256700D",
"grid_service_limit_mw": 16.42,
"gross_sqft": 785155,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.955,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.62,
"nearby_nodes": 7,
"network_redundancy_score": 0.658,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1377... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 110951,
"annualized_revenue_impact_usd": 174734,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 559730,
"expansion_capture_probability_post_event": 0.658,
"lease_rate_change_pct": 2.11,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.4
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.5
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.217,
"capital_availability": 0.955,
"demand_pressure": 0.633,
"entitlement_friction": 0.62,
"labor_shortage": 0.721,
"portfolio_tightness": 0.351,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-108566",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "a2df99b3-0916-43fa-84e0-c3db4789a4df"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.425,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 8.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-FDB6D7D302",
"grid_service_limit_mw": 15.54,
"gross_sqft": 870345,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.789,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.839,
"nearby_nodes": 4,
"network_redundancy_score": 0.776,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.8,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 4.4,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability": 0.689
} | {
"annualized_noi_impact_usd": 314193,
"annualized_revenue_impact_usd": 468502,
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"decision_horizon_days": 30,
"estimated_capex_usd": 517323,
"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 3.43,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.01
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.508,
"demand_pressure": 0.982,
"entitlement_friction": 0.839,
"labor_shortage": 0.714,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108567",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:04:00Z",
"trace_id": "d93be3e3-7c11-4ed0-8cbf-07fe6a058f19"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.358,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 1.63,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-AF1E4FBC62",
"grid_service_limit_mw": 12.37,
"gross_sqft": 1449636,
"infill_site": false,
"lease_expiry_months": 28,
"oc... | {
"capital_availability": 0.652,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.762,
"nearby_nodes": 7,
"network_redundancy_score": 0.712,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 86.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 123252,
"annualized_revenue_impact_usd": 192654,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.38
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.753,
"capital_availability": 0.652,
"demand_pressure": 0.667,
"entitlement_friction": 0.762,
"labor_shortage": 0.939,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-108568",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:11:00Z",
"trace_id": "d4c28184-1f19-42bf-8642-f50daa2ecbbd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.115,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.77,
"battery_mwh": 1.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-B89CD8B743",
"grid_service_limit_mw": 10.33,
"gross_sqft": 1333669,
"infill_site": true,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.335,
"nearby_nodes": 7,
"network_redundancy_score": 0.314,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -394197,
"annualized_revenue_impact_usd": -547710,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -0.03,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.5
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.853,
"capital_availability": 0,
"demand_pressure": 0.571,
"entitlement_friction": 0.335,
"labor_shortage": 0.685,
"portfolio_tightness": 0.598,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108569",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:44:00Z",
"trace_id": "6240931c-d251-4a26-b1b5-16acdafe3b5c"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.022,
"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_l... | {
"automation_penetration": 0.62,
"battery_mwh": 9.84,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-4F96F32631",
"grid_service_limit_mw": 13.77,
"gross_sqft": 768938,
"infill_site": true,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.555,
"nearby_nodes": 6,
"network_redundancy_score": 0.493,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 32.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": 7185,
"annualized_revenue_impact_usd": 10696,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 416101,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.31
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.59
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.229,
"demand_pressure": 0.671,
"entitlement_friction": 0.555,
"labor_shortage": 0.474,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-108570",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:23:00Z",
"trace_id": "8ee87d91-b8c6-47ff-bcb9-a4b5eae685fb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.44,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.57,
"battery_mwh": 1.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-2C3264EA79",
"grid_service_limit_mw": 17,
"gross_sqft": 1157862,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
"capital_availability": 0.748,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.604,
"nearby_nodes": 3,
"network_redundancy_score": 0.59,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 87.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 69751,
"annualized_revenue_impact_usd": 105008,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 517537,
"expansion_capture_probability_post_event": 0.561,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.86
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.748,
"demand_pressure": 0.775,
"entitlement_friction": 0.604,
"labor_shortage": 0.808,
"portfolio_tightness": 0.39,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-108571",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:23:00Z",
"trace_id": "8120a8d6-3581-4b10-862e-e42ef9646b9a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.152,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.61,
"battery_mwh": 11.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-565F90F7E7",
"grid_service_limit_mw": 16.88,
"gross_sqft": 1018662,
"infill_site": true,
"lease_expiry_months": 48,... | {
"capital_availability": 0.982,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.477,
"nearby_nodes": 5,
"network_redundancy_score": 0.773,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 42229,
"annualized_revenue_impact_usd": 70274,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 596212,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.009,
"service_penalty_risk_usd": 1... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.52
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.141,
"capital_availability": 0.982,
"demand_pressure": 0.587,
"entitlement_friction": 0.477,
"labor_shortage": 0.812,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108572",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:49:00Z",
"trace_id": "548c9595-90b8-47d7-8613-1f297ba034db"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.036,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.303,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.31,
"battery_mwh": 2.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-97C25FB822",
"grid_service_limit_mw": 10.13,
"gross_sqft": 866585,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.345,
"nearby_nodes": 2,
"network_redundancy_score": 0.766,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 78.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.183
} | {
"annualized_noi_impact_usd": -392019,
"annualized_revenue_impact_usd": -539113,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 499836,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.79
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.452,
"capital_availability": 0.476,
"demand_pressure": 0.209,
"entitlement_friction": 0.345,
"labor_shortage": 0.995,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-108573",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "bd27a608-a0f4-4de7-b1f7-4e340c594198"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.318,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.77,
"battery_mwh": 1.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-A806ECF6FF",
"grid_service_limit_mw": 18.45,
"gross_sqft": 974363,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.108,
"nearby_nodes": 8,
"network_redundancy_score": 0.366,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 138010,
"annualized_revenue_impact_usd": 235458,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 418768,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.09
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.75
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.557,
"capital_availability": 0.699,
"demand_pressure": 0.555,
"entitlement_friction": 0.108,
"labor_shortage": 0.471,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-108574",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T07:06:00Z",
"trace_id": "d4208dc5-909c-4638-94e5-cef72e8a7db3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.215,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 12.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-CFE4AA1C9E",
"grid_service_limit_mw": 10.36,
"gross_sqft": 384762,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.337,
"nearby_nodes": 4,
"network_redundancy_score": 0.506,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.67,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": -5542,
"annualized_revenue_impact_usd": -7673,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 566453,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": 1.67,
"occupancy_shift": 0,
"service_penalty_risk_usd": 6... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.01
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.359,
"demand_pressure": 0.646,
"entitlement_friction": 0.337,
"labor_shortage": 0.87,
"portfolio_tightness": 0.664,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108575",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:55:00Z",
"trace_id": "401dee18-b8e3-45d9-833f-fbac13443b7e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.208,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.052,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 0.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-2D90F9B028",
"grid_service_limit_mw": 14.81,
"gross_sqft": 596933,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.797,
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"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.606,
"nearby_nodes": 6,
"network_redundancy_score": 0.649,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": 21137,
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"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 419577,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.86
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.35
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.797,
"demand_pressure": 0.506,
"entitlement_friction": 0.606,
"labor_shortage": 1,
"portfolio_tightness": 0.598,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108576",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:21:00Z",
"trace_id": "50928aea-7a8f-4e6e-9d91-bc062e8c6059"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.339,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.71,
"battery_mwh": 12.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-D7F85EF8AB",
"grid_service_limit_mw": 20.47,
"gross_sqft": 279328,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.115,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.439,
"nearby_nodes": 2,
"network_redundancy_score": 0.756,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_... | {
"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": 1.57,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": -503,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 0.5,
"occupancy_shift": -0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.81
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.59
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.933,
"capital_availability": 0.115,
"demand_pressure": 0.628,
"entitlement_friction": 0.439,
"labor_shortage": 0.67,
"portfolio_tightness": 0.497,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108577",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:36:00Z",
"trace_id": "d9da721c-c7e5-4789-93f5-383559862ec1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.124,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.477,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.64,
"battery_mwh": 9.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-072FD59A9E",
"grid_service_limit_mw": 13.15,
"gross_sqft": 360644,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.085,
"nearby_nodes": 4,
"network_redundancy_score": 0.736,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": -0.31,
"rent_growth_90d_pct": -0.66,
"tenant_expansion_probability": 0.212
} | {
"annualized_noi_impact_usd": -84097,
"annualized_revenue_impact_usd": -114714,
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"estimated_capex_usd": 643955,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -2.41,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.39
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.33,
"demand_pressure": 0.453,
"entitlement_friction": 0.085,
"labor_shortage": 0.562,
"portfolio_tightness": 0.307,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108578",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:23:00Z",
"trace_id": "8f485f49-eef9-412e-8223-e7c3236297d0"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.094,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.32,
"battery_mwh": 6.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-DA8B074FB1",
"grid_service_limit_mw": 14.15,
"gross_sqft": 296080,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.251,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.556,
"nearby_nodes": 4,
"network_redundancy_score": 0.728,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -14638,
"annualized_revenue_impact_usd": -20672,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 541874,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.94
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.251,
"demand_pressure": 0.547,
"entitlement_friction": 0.556,
"labor_shortage": 1,
"portfolio_tightness": 0.554,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108579",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T07:02:00Z",
"trace_id": "4996efff-d04a-4785-a5b4-f16d1e32f15c"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.339,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 7.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-DD097C2BE5",
"grid_service_limit_mw": 14.31,
"gross_sqft": 834893,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.474,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.262,
"nearby_nodes": 5,
"network_redundancy_score": 0.434,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 74958,
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"decision_horizon_days": 60,
"estimated_capex_usd": 440342,
"expansion_capture_probability_post_event": 0.522,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.89
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.634,
"entitlement_friction": 0.262,
"labor_shortage": 0.543,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-108580",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "e0925538-ee11-441a-9927-751f20180243"
} | {
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"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.143,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 1.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-D9A105B1EE",
"grid_service_limit_mw": 27.61,
"gross_sqft": 915407,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
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"competitive_pressure_score": 0.44,
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"entitlement_friction": 0.643,
"nearby_nodes": 3,
"network_redundancy_score": 0.608,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.4,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
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"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 4.42,
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} | {
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"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.024,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"score": 35.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.45
},
{
"action": "rebal... | {
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"demand_pressure": 0.55,
"entitlement_friction": 0.643,
"labor_shortage": 0.637,
"portfolio_tightness": 0.561,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-108581",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "25eb55d4-2b03-4bcf-88de-869867820ef6"
} | {
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"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.305,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 8.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-5378FBF0EA",
"grid_service_limit_mw": 17.94,
"gross_sqft": 1242990,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.649,
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"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.649,
"nearby_nodes": 6,
"network_redundancy_score": 0.375,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 163373... | [
{
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"dock_utilization_pct": 86.1,
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"power_load_pct_of_service_limit": 92.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fil... | {
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"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.43,
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} | {
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"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.32
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.29
},
{
"action": "shift_overflow_to_s... | {
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"capital_availability": 0.649,
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"labor_shortage": 0.637,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-108582",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:43:00Z",
"trace_id": "2e1b98de-6ed9-4f04-8ea2-4e39ffb48618"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 0.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-C1BC1FB09E",
"grid_service_limit_mw": 8.48,
"gross_sqft": 424169,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
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"cluster_utilization_pct": 0.948,
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"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.592,
"nearby_nodes": 3,
"network_redundancy_score": 0.627,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 77838,
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"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 52.62
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.53
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.061,
"demand_pressure": 0.509,
"entitlement_friction": 0.592,
"labor_shortage": 0.815,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-108583",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:01:00Z",
"trace_id": "26941a72-368e-4a1f-94b3-57e80afdb4d8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.187,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 2.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-C65306D563",
"grid_service_limit_mw": 8.64,
"gross_sqft": 942763,
"infill_site": false,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.908,
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"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.779,
"nearby_nodes": 6,
"network_redundancy_score": 0.538,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": 16293,
"annualized_revenue_impact_usd": 25282,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.12
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.563,
"demand_pressure": 0.663,
"entitlement_friction": 0.779,
"labor_shortage": 1,
"portfolio_tightness": 0.669,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-108584",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:31:00Z",
"trace_id": "aa1f2b62-af6b-4195-a562-96f80fc72e94"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.271,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.28,
"battery_mwh": 8.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-BA1523627C",
"grid_service_limit_mw": 15.94,
"gross_sqft": 359221,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
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"entitlement_friction": 0.54,
"nearby_nodes": 6,
"network_redundancy_score": 0.516,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
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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",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -1.63,
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"score": 36.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.34
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.55,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-108585",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:59:00Z",
"trace_id": "0ae490bd-3d7d-4ead-9f33-180c47190e99"
} | {
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"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 2.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-D42735F033",
"grid_service_limit_mw": 15.82,
"gross_sqft": 642130,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.471,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.167,
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"nearby_nodes": 2,
"network_redundancy_score": 0.467,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 84.2,
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"power_load_pct_of_service_limit": 92,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
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"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"score": 46.93
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.14
},
{
"action": "shif... | {
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"labor_shortage": 0.775,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108586",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T07:37:00Z",
"trace_id": "7a4104d0-360d-4d07-a901-87faef634ee1"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.419,
"seasonality": 0.82,
"service_level_target": ... | {
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"grid_service_limit_mw": 15.53,
"gross_sqft": 663730,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.854,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 3.12,
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} | {
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"lease_rate_change_pct": 1.42,
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"service_penalty_risk_us... | {
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"score": 38.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.22
},
{
"action": "secure_pop_up... | {
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"portfolio_tightness": 0.578,
"pow... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "f85e07b4-fe6b-4b72-850b-46814e2fc0e6"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.435,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 3,
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"cold_storage_enabled": false,
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"facility_id": "FAC-BC77B4A1BA",
"grid_service_limit_mw": 20.74,
"gross_sqft": 653062,
"infill_site": true,
"lease_expiry_months": 12,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.325,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 86.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"market_entry_score": 78.9,
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.551
} | {
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"lease_rate_change_pct": 1.44,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
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"score": 38.6
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.64
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.667,
"entitlement_friction": 0.692,
"labor_shortage": 0.595,
"portfolio_tightness": 0.567,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-108588",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:48:00Z",
"trace_id": "37da7517-f59c-4c32-8c9b-d3de4b448d3f"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-8BE038463F",
"grid_service_limit_mw": 13.89,
"gross_sqft": 591675,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.402,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 81.2,
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"power_load_pct_of_service_limit": 35.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -41381,
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"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -1.86,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.82
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 23.73
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.334,
"demand_pressure": 0.398,
"entitlement_friction": 0.654,
"labor_shortage": 0.69,
"portfolio_tightness": 0.53,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-108589",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:35:00Z",
"trace_id": "f1af8b8a-6f07-4e37-bf61-676fbf9cbfc1"
} | {
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"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"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": 0.422,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 8.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-F2622FD34F",
"grid_service_limit_mw": 18.16,
"gross_sqft": 729914,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.541,
"nearby_nodes": 3,
"network_redundancy_score": 0.401,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 88.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 112218,
"annualized_revenue_impact_usd": 177162,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 449728,
"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 3.35,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.77
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.283,
"demand_pressure": 0.792,
"entitlement_friction": 0.541,
"labor_shortage": 0.763,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108590",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "f13066cc-995c-4653-b381-71282cc48aa8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.7,
"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": 0.077,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.81,
"battery_mwh": 0.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-0095049DC3",
"grid_service_limit_mw": 16.58,
"gross_sqft": 643245,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.449,
"nearby_nodes": 6,
"network_redundancy_score": 0.634,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.7,
"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.325
... | {
"annualized_noi_impact_usd": -55595,
"annualized_revenue_impact_usd": -78255,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 556410,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -1.77,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.51
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.58
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.703,
"capital_availability": 0.375,
"demand_pressure": 0.347,
"entitlement_friction": 0.449,
"labor_shortage": 0.537,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108591",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:40:00Z",
"trace_id": "ca47fe99-ce1f-41c5-a9d1-8a99a5c8e323"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.197,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.54,
"battery_mwh": 9.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-B22A0BB220",
"grid_service_limit_mw": 22.5,
"gross_sqft": 1047644,
"infill_site": true,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.404,
"nearby_nodes": 2,
"network_redundancy_score": 0.399,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": 47952,
"annualized_revenue_impact_usd": 82174,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.54
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.336,
"demand_pressure": 0.868,
"entitlement_friction": 0.404,
"labor_shortage": 0.634,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108592",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:27:00Z",
"trace_id": "fc011234-e7e2-43e5-a97a-053517cf3820"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.086,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 7.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-73AB33564B",
"grid_service_limit_mw": 16.5,
"gross_sqft": 523081,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.389,
"nearby_nodes": 2,
"network_redundancy_score": 0.737,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": 0.52,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -83586,
"annualized_revenue_impact_usd": -115379,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 464981,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -1.84,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.61
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.315,
"demand_pressure": 0.4,
"entitlement_friction": 0.389,
"labor_shortage": 0.791,
"portfolio_tightness": 0.462,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108593",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:27:00Z",
"trace_id": "8bfe7c43-dbe7-4672-a628-24c2a3a51aee"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.229,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.44,
"battery_mwh": 1.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-CECA84985F",
"grid_service_limit_mw": 12.33,
"gross_sqft": 945877,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.589,
"nearby_nodes": 4,
"network_redundancy_score": 0.748,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 52... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 78.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.69,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": 106637,
"annualized_revenue_impact_usd": 143040,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 553406,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.08
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.72
},
{
"action": "h... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.595,
"demand_pressure": 0.554,
"entitlement_friction": 0.589,
"labor_shortage": 0.774,
"portfolio_tightness": 0.64,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108594",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T08:53:00Z",
"trace_id": "3c210dc6-cce5-49b1-8008-3306e011ae88"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.115,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.45,
"battery_mwh": 0.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-5E533CF276",
"grid_service_limit_mw": 12.41,
"gross_sqft": 1405864,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.744,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.464,
"nearby_nodes": 3,
"network_redundancy_score": 0.832,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
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"anomaly_score": 0.777,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.23... | {
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"annualized_revenue_impact_usd": -114159,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 457981,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -1.49,
"occupancy_shift": 0.02,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.72
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.552,
"demand_pressure": 0.729,
"entitlement_friction": 0.464,
"labor_shortage": 0.547,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108595",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:24:00Z",
"trace_id": "adfe40b9-0af7-4bfb-850d-d8c69675104c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.402,
"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,
"servi... | {
"automation_penetration": 0.56,
"battery_mwh": 9.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-C37047C922",
"grid_service_limit_mw": 20.57,
"gross_sqft": 928061,
"infill_site": true,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.688,
"nearby_nodes": 3,
"network_redundancy_score": 0.785,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216493... | [
{
"appointment_fill_pct": 98.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.632
} | {
"annualized_noi_impact_usd": 144963,
"annualized_revenue_impact_usd": 233212,
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"estimated_capex_usd": 447902,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 2.94,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.59
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.647,
"demand_pressure": 0.926,
"entitlement_friction": 0.688,
"labor_shortage": 0.751,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-108596",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:03:00Z",
"trace_id": "5f7fbf97-c486-4ccc-9971-3fe177b09cca"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.04,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.475,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.81,
"battery_mwh": 12.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-E0D8BAD9C6",
"grid_service_limit_mw": 22.82,
"gross_sqft": 1173999,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.264,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.324,
"nearby_nodes": 3,
"network_redundancy_score": 0.487,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1861081... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 0.33,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -230990,
"annualized_revenue_impact_usd": -389000,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 674012,
"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -3.02,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.42
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.264,
"demand_pressure": 0.587,
"entitlement_friction": 0.324,
"labor_shortage": 0.836,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-108597",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "6ee479cd-0d9d-4992-9bdc-e922baf44b5d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.143,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.242,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.73,
"battery_mwh": 9.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-C1F4D3CE55",
"grid_service_limit_mw": 8.49,
"gross_sqft": 973549,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.908,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.729,
"nearby_nodes": 8,
"network_redundancy_score": 0.434,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 213... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.63,
"rent_growth_90d_pct": 6.1,
"tenant_expansion_probability": 0.491... | {
"annualized_noi_impact_usd": 215445,
"annualized_revenue_impact_usd": 290478,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 581285,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.36
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.7
},
{
"action": "offer_preemptive_expansion_term_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.05,
"capital_availability": 0.908,
"demand_pressure": 0.477,
"entitlement_friction": 0.729,
"labor_shortage": 0.867,
"portfolio_tightness": 0.587,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-108598",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:36:00Z",
"trace_id": "60ec9966-6e23-4be6-ac75-845d7b218d97"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.263,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 1.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-04BB4C7667",
"grid_service_limit_mw": 14.9,
"gross_sqft": 486216,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.793,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.35,
"nearby_nodes": 8,
"network_redundancy_score": 0.375,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 24975,
"annualized_revenue_impact_usd": 32946,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 525925,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.84
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.18
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.793,
"demand_pressure": 0.501,
"entitlement_friction": 0.35,
"labor_shortage": 0.825,
"portfolio_tightness": 0.408,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-108599",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:09:00Z",
"trace_id": "7a3ae78e-571c-4c4f-b88c-21ecb4ca7561"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.299,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.29,
"battery_mwh": 9.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-E9268CF9D1",
"grid_service_limit_mw": 16.25,
"gross_sqft": 1394772,
"infill_site": false,
"lease_expiry_months": 19,... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.493,
"nearby_nodes": 6,
"network_redundancy_score": 0.318,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1453392... | [
{
"appointment_fill_pct": 89,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 37728,
"annualized_revenue_impact_usd": 64964,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 514793,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.27
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.57
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.253,
"demand_pressure": 0.706,
"entitlement_friction": 0.493,
"labor_shortage": 0.851,
"portfolio_tightness": 0.48,
"... |
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