schema_version stringclasses 1
value | event dict | organization dict | identity_context dict | vulnerability dict | tenant_context dict | facility_context dict | portfolio_context dict | telemetry_stream listlengths 6 12 | detection dict | forecast dict | impact dict | response dict | simulation dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102300",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:20:00Z",
"trace_id": "c8ac2dc2-aa4b-4618-97ce-31175ee404f3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.196,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.113,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.66,
"battery_mwh": 1.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-51E0C271F7",
"grid_service_limit_mw": 12.46,
"gross_sqft": 277497,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.566,
"nearby_nodes": 2,
"network_redundancy_score": 0.387,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 6664,
"annualized_revenue_impact_usd": 8546,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 615045,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.73
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.494,
"capital_availability": 0.126,
"demand_pressure": 0.652,
"entitlement_friction": 0.566,
"labor_shortage": 0.943,
"portfolio_tightness": 0.612,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102301",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "dd3fb701-cc78-47dc-9810-528d2b797093"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.134,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.252,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.74,
"battery_mwh": 6.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-991519FB33",
"grid_service_limit_mw": 6.42,
"gross_sqft": 945360,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.518,
"nearby_nodes": 5,
"network_redundancy_score": 0.546,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.93,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.14,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -23899,
"annualized_revenue_impact_usd": -33937,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 573875,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.55
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.23
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.574,
"demand_pressure": 0.445,
"entitlement_friction": 0.518,
"labor_shortage": 0.879,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102302",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "4b1221eb-4846-4ac9-b1a8-0c25fc56a7db"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"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": 0.31,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.52,
"battery_mwh": 8.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-FCA529D334",
"grid_service_limit_mw": 12.3,
"gross_sqft": 382957,
"infill_site": true,
"lease_expiry_months": 71,
"... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.348,
"nearby_nodes": 5,
"network_redundancy_score": 0.474,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 32... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.71,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 16482,
"annualized_revenue_impact_usd": 23101,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 631031,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 2.3,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.29
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.646,
"capital_availability": 0.378,
"demand_pressure": 0.482,
"entitlement_friction": 0.348,
"labor_shortage": 1,
"portfolio_tightness": 0.675,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-102303",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:45:00Z",
"trace_id": "17bb74b5-f4e1-4e1c-8c58-ac7bc034af75"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.203,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.208,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.69,
"battery_mwh": 2.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-71F83B72EC",
"grid_service_limit_mw": 23.24,
"gross_sqft": 1028470,
"infill_site": false,
"lease_expiry_months": 53,
"o... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.729,
"nearby_nodes": 3,
"network_redundancy_score": 0.56,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 606645,... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -54503,
"annualized_revenue_impact_usd": -87798,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 637042,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.58
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.792,
"capital_availability": 0.101,
"demand_pressure": 0.596,
"entitlement_friction": 0.729,
"labor_shortage": 0.874,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102304",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "890e4bc5-09ed-407d-a889-1e71f384ae57"
} | {
"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": 7.6,
"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": -0.012,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.64,
"battery_mwh": 1.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-2DE1357BCD",
"grid_service_limit_mw": 18.85,
"gross_sqft": 353758,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.671,
"nearby_nodes": 4,
"network_redundancy_score": 0.729,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 77.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.147... | {
"annualized_noi_impact_usd": -74124,
"annualized_revenue_impact_usd": -112801,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 509291,
"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -2.7,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.66
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 23.86
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.619,
"demand_pressure": 0.22,
"entitlement_friction": 0.671,
"labor_shortage": 0.622,
"portfolio_tightness": 0.546,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102305",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "a1d95230-8641-4bb7-8ad9-763317e4cf00"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.68,
"battery_mwh": 0.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-9EC19B5B1D",
"grid_service_limit_mw": 12.24,
"gross_sqft": 891996,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.132,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.186,
"nearby_nodes": 6,
"network_redundancy_score": 0.81,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 53... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -176886,
"annualized_revenue_impact_usd": -273171,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 617126,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -2.16,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.82
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.132,
"demand_pressure": 0.399,
"entitlement_friction": 0.186,
"labor_shortage": 0.703,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102306",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "034058b1-b2cd-4e15-b4a8-31cae4bc7036"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.012,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.134,
"seasonality": 0.82,
"service_level_t... | {
"automation_penetration": 0.44,
"battery_mwh": 3.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-4BBA27AA51",
"grid_service_limit_mw": 7.86,
"gross_sqft": 752647,
"infill_site": false,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.372,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.426,
"nearby_nodes": 4,
"network_redundancy_score": 0.418,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 4.35,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -155422,
"cap_rate_pressure_pct": -0.12,
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"estimated_capex_usd": 536147,
"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.33
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.372,
"demand_pressure": 0.573,
"entitlement_friction": 0.426,
"labor_shortage": 0.785,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102307",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:25:00Z",
"trace_id": "3147873e-75df-450b-9721-fdbe93d0aa83"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 10.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-D3717D9482",
"grid_service_limit_mw": 27.5,
"gross_sqft": 1023900,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.792,
"cluster_utilization_pct": 0.865,
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"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.281,
"nearby_nodes": 8,
"network_redundancy_score": 0.859,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 78802,
"annualized_revenue_impact_usd": 104362,
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"decision_horizon_days": 45,
"estimated_capex_usd": 595521,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2.15,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.27
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.12
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.792,
"demand_pressure": 0.81,
"entitlement_friction": 0.281,
"labor_shortage": 0.89,
"portfolio_tightness": 0.516,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-102308",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:17:00Z",
"trace_id": "a8ac351b-5d51-4b03-bcab-70c2e244e4e5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.087,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.67,
"battery_mwh": 8.23,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-14A5D186E2",
"grid_service_limit_mw": 17.9,
"gross_sqft": 605265,
"infill_site": true,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.003,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.482,
"nearby_nodes": 6,
"network_redundancy_score": 0.671,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 339681... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.447
} | {
"annualized_noi_impact_usd": -22600,
"annualized_revenue_impact_usd": -29793,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 712018,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.15
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.003,
"demand_pressure": 0.507,
"entitlement_friction": 0.482,
"labor_shortage": 0.603,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-102309",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:57:00Z",
"trace_id": "025753ac-4def-429e-9d51-fe49cb8a725d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.28,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.091,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.72,
"battery_mwh": 12.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-D5F155DC03",
"grid_service_limit_mw": 25.18,
"gross_sqft": 1119629,
"infill_site": true,
"lease_expiry_months": 18,... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.446,
"nearby_nodes": 4,
"network_redundancy_score": 0.675,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1851224,... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 85.6,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 13813,
"annualized_revenue_impact_usd": 20736,
"cap_rate_pressure_pct": -0.01,
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"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.72
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.37
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.552,
"demand_pressure": 0.676,
"entitlement_friction": 0.446,
"labor_shortage": 0.7,
"portfolio_tightness": 0.361,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102310",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "005ce9db-4f22-4aab-ac94-3f9e18648ab6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.174,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.39,
"battery_mwh": 0.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-B71E041138",
"grid_service_limit_mw": 15.79,
"gross_sqft": 905585,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.104,
"nearby_nodes": 5,
"network_redundancy_score": 0.41,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 47... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": 73202,
"annualized_revenue_impact_usd": 107368,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 468408,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.23
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.568,
"demand_pressure": 0.716,
"entitlement_friction": 0.104,
"labor_shortage": 0.629,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102311",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:34:00Z",
"trace_id": "a1c1a420-198f-4356-97ee-91dd8f4402f9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.117,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.37,
"battery_mwh": 1.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-1A82DE48F0",
"grid_service_limit_mw": 18.82,
"gross_sqft": 621946,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.73,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.53,
"nearby_nodes": 3,
"network_redundancy_score": 0.495,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1731059,... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": -0.57,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -78028,
"annualized_revenue_impact_usd": -101030,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 525169,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.18
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.73,
"demand_pressure": 0.384,
"entitlement_friction": 0.53,
"labor_shortage": 0.684,
"portfolio_tightness": 0.491,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102312",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:58:00Z",
"trace_id": "6d154c7e-e6d8-4d5b-80af-1b4cde2c63b7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.203,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.233,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.25,
"battery_mwh": 4.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-0F5869312A",
"grid_service_limit_mw": 21.37,
"gross_sqft": 1191937,
"infill_site": false,
"lease_expiry_months": 70,
"o... | {
"capital_availability": 0.728,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.193,
"nearby_nodes": 2,
"network_redundancy_score": 0.6,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 80.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -69506,
"annualized_revenue_impact_usd": -109959,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 430287,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": 0.44,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.3
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.3
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.728,
"demand_pressure": 0.361,
"entitlement_friction": 0.193,
"labor_shortage": 0.69,
"portfolio_tightness": 0.498,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-102313",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:32:00Z",
"trace_id": "9f31220f-189f-45cb-83ed-266efb615fee"
} | {
"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": 8.8,
"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": 0.358,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.19,
"battery_mwh": 8.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-0F975DBB37",
"grid_service_limit_mw": 18.6,
"gross_sqft": 1086974,
"infill_site": true,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.041,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.641,
"nearby_nodes": 5,
"network_redundancy_score": 0.447,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 92,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 100344,
"annualized_revenue_impact_usd": 136470,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 482501,
"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.29
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.041,
"demand_pressure": 0.994,
"entitlement_friction": 0.641,
"labor_shortage": 0.788,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-102314",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "59eff112-9ab6-4862-8c3b-b8762621e73a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.418,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.137,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.33,
"battery_mwh": 7.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-62FB76764C",
"grid_service_limit_mw": 25.57,
"gross_sqft": 505375,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.028,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.707,
"nearby_nodes": 7,
"network_redundancy_score": 0.343,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"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": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 13430,
"annualized_revenue_impact_usd": 17357,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 758630,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.53
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.028,
"demand_pressure": 0.612,
"entitlement_friction": 0.707,
"labor_shortage": 0.927,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-102315",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:18:00Z",
"trace_id": "09c2f516-9a97-4baa-8879-0b1093e7f0fe"
} | {
"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": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.354,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.281,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.62,
"battery_mwh": 7.42,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-71C5B6D3D7",
"grid_service_limit_mw": 9.9,
"gross_sqft": 1229651,
"infill_site": true,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.267,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.54,
"nearby_nodes": 8,
"network_redundancy_score": 0.671,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3046... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.9,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.647,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 247707,
"annualized_revenue_impact_usd": 390744,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 390898,
"expansion_capture_probability_post_event": 0.634,
"lease_rate_change_pct": 3.57,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.9
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.65
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.474,
"capital_availability": 0.267,
"demand_pressure": 0.605,
"entitlement_friction": 0.54,
"labor_shortage": 0.44,
"portfolio_tightness": 0.334,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-102316",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:50:00Z",
"trace_id": "2f334cfb-5b5c-4ab5-be93-2464a49ffb47"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.176,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.299,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.5,
"battery_mwh": 11.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-D0773CCD9D",
"grid_service_limit_mw": 11.71,
"gross_sqft": 485446,
"infill_site": true,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.378,
"nearby_nodes": 4,
"network_redundancy_score": 0.422,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -1844,
"annualized_revenue_impact_usd": -2832,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 501743,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.91
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.573,
"demand_pressure": 0.579,
"entitlement_friction": 0.378,
"labor_shortage": 0.87,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102317",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "fb107d10-8d27-4095-b796-5e3afd1f55ea"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.168,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.122,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.43,
"battery_mwh": 9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-8209E156AD",
"grid_service_limit_mw": 14.8,
"gross_sqft": 899331,
"infill_site": true,
"lease_expiry_months": 32,
"occupanc... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.477,
"nearby_nodes": 7,
"network_redundancy_score": 0.313,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.4,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -38804,
"annualized_revenue_impact_usd": -60585,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 577314,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": -0.98,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.22
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.792,
"capital_availability": 0.215,
"demand_pressure": 0.526,
"entitlement_friction": 0.477,
"labor_shortage": 0.965,
"portfolio_tightness": 0.613,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102318",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "5c2dfb6b-5f69-4e5e-969a-ffadc7b5b1e2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.418,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.087,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 1.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-A3C80ADA42",
"grid_service_limit_mw": 8.03,
"gross_sqft": 231189,
"infill_site": false,
"lease_expiry_months": 69,
"occup... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.715,
"nearby_nodes": 7,
"network_redundancy_score": 0.496,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 51... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 4.36,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.728
} | {
"annualized_noi_impact_usd": 92575,
"annualized_revenue_impact_usd": 126912,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 731678,
"expansion_capture_probability_post_event": 0.649,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.14
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.487,
"capital_availability": 0.624,
"demand_pressure": 0.724,
"entitlement_friction": 0.715,
"labor_shortage": 0.88,
"portfolio_tightness": 0.597,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102319",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:23:00Z",
"trace_id": "5f40fd61-03e8-4c38-be6a-55234845be89"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.144,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.24,
"battery_mwh": 6.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-389E329A5F",
"grid_service_limit_mw": 25.99,
"gross_sqft": 1340943,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.188,
"nearby_nodes": 4,
"network_redundancy_score": 0.517,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -103957,
"annualized_revenue_impact_usd": -159183,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 415151,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -0.47,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.73
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.237,
"demand_pressure": 0.467,
"entitlement_friction": 0.188,
"labor_shortage": 0.771,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-102320",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:00:00Z",
"trace_id": "c56deff4-a06a-4d0b-a061-ae5abf7ef342"
} | {
"airport_proximity_km": 42,
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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",
"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": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 12.28,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 147,
"facility_id": "FAC-89FD95B239",
"grid_service_limit_mw": 22.48,
"gross_sqft": 1470607,
"infill_site": false,
"lease_expiry_months": 51,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.227,
"nearby_nodes": 7,
"network_redundancy_score": 0.773,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 485986... | [
{
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"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.7,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 57.8
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.07
},
{
"action": "offer_preemptive_exp... | {
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"capital_availability": 0.685,
"demand_pressure": 0.379,
"entitlement_friction": 0.227,
"labor_shortage": 0.667,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-102321",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "02f1b8d9-c934-412f-97db-6f78eb814e6b"
} | {
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"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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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.282,
"seasonality": 0.74,
"service_... | {
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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": 20.85,
"gross_sqft": 322496,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.61,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 88,
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"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.2,
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} | {
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"annualized_revenue_impact_usd": 47199,
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"lease_rate_change_pct": 3.28,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 38.63
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.82
},
{
... | {
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"demand_pressure": 0.742,
"entitlement_friction": 0.243,
"labor_shortage": 0.746,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-102322",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "d7710c55-43ce-4094-a4ae-11a2d0c4d780"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.408,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 6.32,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-80BA3E42F7",
"grid_service_limit_mw": 21.92,
"gross_sqft": 514853,
"infill_site": false,
"lease_expiry_months": 15,
... | {
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"cluster_utilization_pct": 0.946,
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"nearby_nodes": 2,
"network_redundancy_score": 0.872,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.48
} | {
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"annualized_revenue_impact_usd": -28090,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 0.93,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
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"score": 38.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.23
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.576,
"entitlement_friction": 0.633,
"labor_shortage": 0.939,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-102323",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "845eaf54-422f-4145-9455-eeee0eba9b53"
} | {
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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"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 7.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-3D69A4D787",
"grid_service_limit_mw": 24.24,
"gross_sqft": 482064,
"infill_site": true,
"lease_expiry_months": 50,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.337,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 976700... | [
{
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"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -34239,
"annualized_revenue_impact_usd": -55868,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": 0.31,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.46
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.764,
"portfolio_tightness": 0.437,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-102324",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "45207949-6b51-4420-a6dc-c62d08a924b4"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.375,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 3.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-FEF9C06A2C",
"grid_service_limit_mw": 23.07,
"gross_sqft": 1052294,
"infill_site": true,
"lease_expiry_months": 68,
... | {
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"cross_node_rebalancing_capacity_pct": 0.118,
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"nearby_nodes": 3,
"network_redundancy_score": 0.573,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 193196,
... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.607
} | {
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"annualized_revenue_impact_usd": 145565,
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"estimated_capex_usd": 501315,
"expansion_capture_probability_post_event": 0.525,
"lease_rate_change_pct": 1.09,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.69
},
{
"action": "rebalance_carr... | {
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"entitlement_friction": 0.382,
"labor_shortage": 0.855,
"portfolio_tightness": 0.492,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102325",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "71fa0250-18ba-4f74-aa79-0a0697647197"
} | {
"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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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.411,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 12.26,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-F2CD5CDD47",
"grid_service_limit_mw": 11.38,
"gross_sqft": 373956,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
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"competitive_pressure_score": 0.399,
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"nearby_nodes": 2,
"network_redundancy_score": 0.693,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 402... | [
{
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"dock_utilization_pct": 82.6,
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"power_load_pct_of_service_limit": 92.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.175
} | {
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"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -3.38,
"occupancy_shift": -0.014,
"service_penalty_r... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.66
},
{
"action": "rebalance_carrie... | {
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"capital_availability": 0.166,
"demand_pressure": 0.449,
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"labor_shortage": 1,
"portfolio_tightness": 0.604,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102326",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "d21632fb-07b9-4fd7-89d7-0a5d97f7c383"
} | {
"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": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.281,
"seasonality": 0.82,
"service_level_t... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-0BFFD716B3",
"grid_service_limit_mw": 12.85,
"gross_sqft": 260820,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.451,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 3.67,
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} | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.67
},
{
"action": "secure_pop_up_capacity",
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"labor_shortage": 0.857,
"portfolio_tightness": 0.698,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102327",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "426fed70-4b7c-4834-9948-2f687536ae16"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.177,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 12.15,
"gross_sqft": 263814,
"infill_site": false,
"lease_expiry_months": 45,
... | {
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"network_redundancy_score": 0.746,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
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"confidence_band": "moderate",
"foreca... | {
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"rent_growth_30d_pct": 1.11,
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... | {
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"service_penalty_risk_usd... | {
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{
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"score": 31.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.01
},
{
"action": "offer_preemptiv... | {
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"labor_shortage": 0.759,
"portfolio_tightness": 0.562,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-102328",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:57:00Z",
"trace_id": "968b1388-008a-4fcb-9848-131926cdac1c"
} | {
"airport_proximity_km": 53,
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"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"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.451,
"seasonality": 0.74,
"service_lev... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
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"grid_service_limit_mw": 10.13,
"gross_sqft": 1166330,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.816,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"dock_utilization_pct": 86.9,
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"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.19,
"rent_growth_90d_pct": 3.34,
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... | {
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"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
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{
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"score": 30.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.27
},
{
"action": "lock_power_ca... | {
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"entitlement_friction": 0.714,
"labor_shortage": 0.729,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102329",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:05:00Z",
"trace_id": "e0573a9d-2453-43da-b13c-4401fcfa4e74"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.359,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-846289E0C7",
"grid_service_limit_mw": 13.15,
"gross_sqft": 835340,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.247,
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"nearby_nodes": 3,
"network_redundancy_score": 0.328,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 938771... | [
{
"appointment_fill_pct": 90.9,
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"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.909,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 71869,
"annualized_revenue_impact_usd": 112618,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 503647,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.47
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.877,
"capital_availability": 0.247,
"demand_pressure": 0.692,
"entitlement_friction": 0.339,
"labor_shortage": 0.587,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102330",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "f72721aa-ab00-44e2-8895-ac92aa89ce4c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.339,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.065,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.55,
"battery_mwh": 4.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-F52229077A",
"grid_service_limit_mw": 9.4,
"gross_sqft": 417401,
"infill_site": false,
"lease_expiry_months": 61,
"... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.802,
"nearby_nodes": 7,
"network_redundancy_score": 0.801,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.81,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 3.99,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.683
} | {
"annualized_noi_impact_usd": 182663,
"annualized_revenue_impact_usd": 279857,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 728135,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.58
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.23
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.374,
"capital_availability": 0.364,
"demand_pressure": 0.508,
"entitlement_friction": 0.802,
"labor_shortage": 1,
"portfolio_tightness": 0.68,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102331",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:06:00Z",
"trace_id": "92db0e37-6c3c-425b-a821-961efd34c186"
} | {
"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": 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": 0.264,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.192,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.24,
"battery_mwh": 3.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-D9E1AC336F",
"grid_service_limit_mw": 13.04,
"gross_sqft": 379752,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.212,
"nearby_nodes": 7,
"network_redundancy_score": 0.691,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.441
} | {
"annualized_noi_impact_usd": -8788,
"annualized_revenue_impact_usd": -11774,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 421473,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.81
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.716,
"capital_availability": 0.496,
"demand_pressure": 0.58,
"entitlement_friction": 0.212,
"labor_shortage": 0.663,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102332",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:58:00Z",
"trace_id": "977315c5-b770-45b5-9c6c-f877345fb135"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.191,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.091,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.79,
"battery_mwh": 8.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-5CF6551639",
"grid_service_limit_mw": 10.6,
"gross_sqft": 1115593,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.42,
"nearby_nodes": 4,
"network_redundancy_score": 0.516,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1716... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 3.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.69,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": 164844,
"annualized_revenue_impact_usd": 281848,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 684937,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.33
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.77
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.134,
"capital_availability": 0.42,
"demand_pressure": 0.463,
"entitlement_friction": 0.42,
"labor_shortage": 0.654,
"portfolio_tightness": 0.695,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-102333",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "8d9d3d2f-f510-4fec-a3e0-3faa6829d0c7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.4,
"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": 0.426,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.077,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.57,
"battery_mwh": 5.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-235C9F36CC",
"grid_service_limit_mw": 13.61,
"gross_sqft": 563734,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.283,
"nearby_nodes": 4,
"network_redundancy_score": 0.831,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability": 0.599
} | {
"annualized_noi_impact_usd": 45022,
"annualized_revenue_impact_usd": 62278,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 790857,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 2.67,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.16
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.684,
"demand_pressure": 0.707,
"entitlement_friction": 0.283,
"labor_shortage": 0.843,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-102334",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:25:00Z",
"trace_id": "12fae9e8-29e4-4e14-859f-3aa4d3726a5f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"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": 0.001,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.29,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.38,
"battery_mwh": 9.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-BCB26D90A4",
"grid_service_limit_mw": 17.88,
"gross_sqft": 372281,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.194,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.093,
"nearby_nodes": 5,
"network_redundancy_score": 0.872,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 78.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": -1.06,
"tenant_expansion_probability": 0.152
... | {
"annualized_noi_impact_usd": -40548,
"annualized_revenue_impact_usd": -61688,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 567047,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -3.6,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.37
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.619,
"capital_availability": 0.194,
"demand_pressure": 0.294,
"entitlement_friction": 0.093,
"labor_shortage": 0.794,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-102335",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:07:00Z",
"trace_id": "e73c060d-8e0a-42ee-bbbe-ceaf822fa2a6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.026,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.142,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.3,
"battery_mwh": 1.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-4F53BADED7",
"grid_service_limit_mw": 23.12,
"gross_sqft": 1071626,
"infill_site": false,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.303,
"nearby_nodes": 3,
"network_redundancy_score": 0.583,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 912899,
... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
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"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": 68029,
"annualized_revenue_impact_usd": 104032,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 499449,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.036,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.14
},
{
"action": "monit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 1,
"demand_pressure": 0.71,
"entitlement_friction": 0.303,
"labor_shortage": 0.574,
"portfolio_tightness": 0.414,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102336",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "06e27c70-d919-4b5f-82d8-31378a0edf65"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.52,
"battery_mwh": 2.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-867EE15564",
"grid_service_limit_mw": 6.4,
"gross_sqft": 929101,
"infill_site": false,
"lease_expiry_months": 24,
"occupa... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.601,
"nearby_nodes": 2,
"network_redundancy_score": 0.316,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57.7,
"dock_utilization_pct": 91.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 4.6,
"rent_growth_90d_pct": 6.67,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 652413,
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"expansion_capture_probability_post_event": 0.608,
"lease_rate_change_pct": 4.79,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.84
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.91
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.427,
"demand_pressure": 0.873,
"entitlement_friction": 0.601,
"labor_shortage": 0.958,
"portfolio_tightness": 0.698,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102337",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:59:00Z",
"trace_id": "2c9f853c-acad-4fbf-8ac3-79d2f267c2e7"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.019,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.26,
"battery_mwh": 9.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-75642AEF3F",
"grid_service_limit_mw": 8.72,
"gross_sqft": 312346,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.489,
"nearby_nodes": 4,
"network_redundancy_score": 0.577,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -172088,
"annualized_revenue_impact_usd": -228180,
"cap_rate_pressure_pct": -0.17,
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"estimated_capex_usd": 574105,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.24
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.323,
"capital_availability": 0.423,
"demand_pressure": 0.323,
"entitlement_friction": 0.489,
"labor_shortage": 0.924,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102338",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:56:00Z",
"trace_id": "7316f297-2ebd-4d3c-b270-fcffaefa5577"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.11,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.26,
"battery_mwh": 10.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-B300E100F7",
"grid_service_limit_mw": 24.41,
"gross_sqft": 1113061,
"infill_site": false,
"lease_expiry_months": 28... | {
"capital_availability": 0.403,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.545,
"nearby_nodes": 7,
"network_redundancy_score": 0.597,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -73889,
"annualized_revenue_impact_usd": -126202,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 484395,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -0.39,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.12
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.28
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.601,
"capital_availability": 0.403,
"demand_pressure": 0.478,
"entitlement_friction": 0.545,
"labor_shortage": 0.595,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102339",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:52:00Z",
"trace_id": "f35fe68e-a264-4b1a-b3ee-3d54314c610e"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.13,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.49,
"battery_mwh": 9.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-A7B4AC5BBB",
"grid_service_limit_mw": 23.83,
"gross_sqft": 367998,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.169,
"nearby_nodes": 4,
"network_redundancy_score": 0.625,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 144410... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.262
} | {
"annualized_noi_impact_usd": -32675,
"annualized_revenue_impact_usd": -53876,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 653585,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.24
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.684,
"capital_availability": 0.468,
"demand_pressure": 0.443,
"entitlement_friction": 0.169,
"labor_shortage": 0.777,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-102340",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:50:00Z",
"trace_id": "5b2d9c80-200c-4b97-a5b2-9654b9119dd8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"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": 0.209,
"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_target... | {
"automation_penetration": 0.54,
"battery_mwh": 3.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-87549EC84F",
"grid_service_limit_mw": 9.05,
"gross_sqft": 1261246,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.88,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.762,
"nearby_nodes": 6,
"network_redundancy_score": 0.853,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.85,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 352308,
"annualized_revenue_impact_usd": 581672,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 574586,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.03,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.24
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.88,
"demand_pressure": 0.495,
"entitlement_friction": 0.762,
"labor_shortage": 1,
"portfolio_tightness": 0.69,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102341",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:56:00Z",
"trace_id": "d6a66c53-ff1d-4af6-97d7-db351d63e496"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.402,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.44,
"battery_mwh": 1.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-B1BFB6D125",
"grid_service_limit_mw": 21.75,
"gross_sqft": 329456,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.511,
"nearby_nodes": 4,
"network_redundancy_score": 0.316,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0.588
} | {
"annualized_noi_impact_usd": 4441,
"annualized_revenue_impact_usd": 7610,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 651168,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": -0.22,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.68
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.679,
"demand_pressure": 0.513,
"entitlement_friction": 0.511,
"labor_shortage": 0.868,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102342",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:21:00Z",
"trace_id": "251cde9e-356a-473b-879c-5e2946ece04b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.184,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.51,
"battery_mwh": 0.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 130,
"facility_id": "FAC-73EE0EC343",
"grid_service_limit_mw": 10.58,
"gross_sqft": 1302802,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.784,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.271,
"nearby_nodes": 8,
"network_redundancy_score": 0.738,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.99,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 4.19,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability": 0.466
} | {
"annualized_noi_impact_usd": 172452,
"annualized_revenue_impact_usd": 241667,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 698418,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.59
},
{
"action": "offer_preemptive_expansio... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.404,
"capital_availability": 0.784,
"demand_pressure": 0.403,
"entitlement_friction": 0.271,
"labor_shortage": 0.713,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-102343",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "daf569e8-3bb4-4045-b1c0-6dd8b55fc521"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.079,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.73,
"battery_mwh": 11.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-08EF9C2B82",
"grid_service_limit_mw": 14.1,
"gross_sqft": 1251022,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.521,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.535,
"nearby_nodes": 3,
"network_redundancy_score": 0.44,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1991224,... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.8,
"dock_utilization_pct": 78.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 0.51,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -117438,
"annualized_revenue_impact_usd": -199374,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 668179,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -2.68,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.71
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.5
},
{
"action": "hold_service_leve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.632,
"capital_availability": 0.521,
"demand_pressure": 0.281,
"entitlement_friction": 0.535,
"labor_shortage": 0.7,
"portfolio_tightness": 0.42,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102344",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:02:00Z",
"trace_id": "6cc75814-c0e3-45e6-8666-e95684635289"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.205,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 2.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-C8F280B9FD",
"grid_service_limit_mw": 16.51,
"gross_sqft": 559994,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.661,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.257,
"nearby_nodes": 7,
"network_redundancy_score": 0.782,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": 43163,
"annualized_revenue_impact_usd": 65511,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 393248,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.98
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.499,
"entitlement_friction": 0.257,
"labor_shortage": 0.669,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102345",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:07:00Z",
"trace_id": "f7853f68-9fe5-4db0-a786-dbd21eaa6706"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.21,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.74,
"battery_mwh": 8.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-E4C83AB154",
"grid_service_limit_mw": 15.13,
"gross_sqft": 1067192,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.335,
"nearby_nodes": 3,
"network_redundancy_score": 0.752,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fi... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 14682,
"annualized_revenue_impact_usd": 21922,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 38.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.96
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.622,
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"labor_shortage": 0.76,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-102346",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "14afd7e1-fee8-4489-9977-556aeccbe351"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.186,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.2,
"battery_mwh": 3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-3432B5C0F1",
"grid_service_limit_mw": 16.44,
"gross_sqft": 198815,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.47,
"nearby_nodes": 4,
"network_redundancy_score": 0.658,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 466331,... | [
{
"appointment_fill_pct": 82.1,
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"dock_utilization_pct": 78.2,
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"power_load_pct_of_service_limit": 61.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 1.14,
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} | {
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"lease_rate_change_pct": -1.13,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
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{
"action": "activate_temp_labor",
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"score": 32.29
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.39
},
{
"action": "monitor_and_stage",
"reas... | {
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"labor_shortage": 0.679,
"portfolio_tightness": 0.374,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.881,
"id": "FORGE-102347",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "7a3fe729-7bea-456f-91d8-2feb52a36ef8"
} | {
"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"
} | {
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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",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 10.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-797F91A770",
"grid_service_limit_mw": 15.95,
"gross_sqft": 774676,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
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"entitlement_friction": 0.307,
"nearby_nodes": 3,
"network_redundancy_score": 0.355,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 4.03,
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} | {
"annualized_noi_impact_usd": -18807,
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"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
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{
"action": "activate_temp_labor",
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"score": 38.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.16
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.826,
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"labor_shortage": 0.961,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-102348",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:22:00Z",
"trace_id": "cf1ba8b9-aa41-4433-b2ef-ea93c5576e2f"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.115,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.32,
"battery_mwh": 9.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-F826EC816F",
"grid_service_limit_mw": 9.86,
"gross_sqft": 1076651,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.211,
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"entitlement_friction": 0.609,
"nearby_nodes": 2,
"network_redundancy_score": 0.398,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
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"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": 8826,
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"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.57
},
{
"action": "defer_noncritical_projects",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.428,
"entitlement_friction": 0.609,
"labor_shortage": 0.673,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102349",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:20:00Z",
"trace_id": "ffcad61b-53a2-40f7-b2f1-58870b34a0cf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.15,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.37,
"battery_mwh": 11.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-B2220FED4C",
"grid_service_limit_mw": 8.49,
"gross_sqft": 518949,
"infill_site": true,
"lease_expiry_months": 63,
"occup... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.924,
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"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.675,
"nearby_nodes": 6,
"network_redundancy_score": 0.605,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": 11906,
"annualized_revenue_impact_usd": 16822,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 643758,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": -0.24,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.48
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.548,
"demand_pressure": 0.726,
"entitlement_friction": 0.675,
"labor_shortage": 0.975,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-102350",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:19:00Z",
"trace_id": "dd70b3f8-ffce-4fdd-a73a-1a7873a70ec0"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.154,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 9.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-871A313576",
"grid_service_limit_mw": 16.94,
"gross_sqft": 876287,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.565,
"nearby_nodes": 5,
"network_redundancy_score": 0.343,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 30... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -24854,
"annualized_revenue_impact_usd": -34144,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 492614,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.91,
"occupancy_shift": 0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.05
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.59,
"demand_pressure": 0.768,
"entitlement_friction": 0.565,
"labor_shortage": 0.726,
"portfolio_tightness": 0.442,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102351",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "31249dae-716d-494c-a49a-0489749f3d7a"
} | {
"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": 8.6,
"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": 0.414,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.56,
"battery_mwh": 6.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-7ADBAF3356",
"grid_service_limit_mw": 13.16,
"gross_sqft": 691840,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.267,
"cluster_utilization_pct": 0.965,
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"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.725,
"nearby_nodes": 5,
"network_redundancy_score": 0.571,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.89,
"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 197826,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.41
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.267,
"demand_pressure": 0.706,
"entitlement_friction": 0.725,
"labor_shortage": 1,
"portfolio_tightness": 0.699,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-102352",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:11:00Z",
"trace_id": "4a72d60f-ce10-4fd0-b16f-f04955a34f08"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.028,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 7.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-C26ED303E5",
"grid_service_limit_mw": 11.77,
"gross_sqft": 1240075,
"infill_site": true,
"lease_expiry_months": 39,
"oc... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.686,
"nearby_nodes": 2,
"network_redundancy_score": 0.618,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 72.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.913,
"rent_growth_30d_pct": -0.19,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -300760,
"annualized_revenue_impact_usd": -414821,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -2.17,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.85
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.344,
"entitlement_friction": 0.686,
"labor_shortage": 0.764,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102353",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:54:00Z",
"trace_id": "cd414058-8a31-4ca2-b4b6-88eaf183313b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.17,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 4.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-685543DCCF",
"grid_service_limit_mw": 22.24,
"gross_sqft": 1044809,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.947,
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"entitlement_friction": 0.647,
"nearby_nodes": 5,
"network_redundancy_score": 0.385,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1513300,
... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
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"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -37747,
"annualized_revenue_impact_usd": -51718,
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"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.8
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0,
"demand_pressure": 0.542,
"entitlement_friction": 0.647,
"labor_shortage": 0.761,
"portfolio_tightness": 0.376,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-102354",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "c4cef35a-12c3-4852-8721-76e23c92e605"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.147,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-ED2DA9AF1E",
"grid_service_limit_mw": 14.71,
"gross_sqft": 1182404,
"infill_site": false,
"lease_expiry_months": 31,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.817,
"nearby_nodes": 4,
"network_redundancy_score": 0.459,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -325496,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 537797,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": -1.06,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.49
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.503,
"entitlement_friction": 0.817,
"labor_shortage": 0.681,
"portfolio_tightness": 0.565,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-102355",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:46:00Z",
"trace_id": "0e273118-5709-4c87-a3d0-464c433211cb"
} | {
"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",
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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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 11.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-756CF77F94",
"grid_service_limit_mw": 16.95,
"gross_sqft": 1006914,
"infill_site": false,
"lease_expiry_months": 48,... | {
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"cluster_utilization_pct": 0.893,
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"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.28,
"nearby_nodes": 6,
"network_redundancy_score": 0.359,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 94,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.5,
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"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 55401,
"annualized_revenue_impact_usd": 87972,
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"expansion_capture_probability_post_event": 0.468,
"lease_rate_change_pct": 1.15,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 43.43
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.53
},
{
"action": "s... | {
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"demand_pressure": 0.768,
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"labor_shortage": 0.652,
"portfolio_tightness": 0.575,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102356",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:40:00Z",
"trace_id": "89c561d8-fbc6-428e-aec3-5a9a671fea5b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"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": 0.219,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 1.18,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-83587D1BD8",
"grid_service_limit_mw": 16.03,
"gross_sqft": 749961,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.796,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 109828... | [
{
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"dock_utilization_pct": 75.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_f... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": -1.98,
"rent_growth_90d_pct": 0.38,
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} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
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{
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"score": 31.77
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.86
},
{
"action": "defer_noncritica... | {
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"demand_pressure": 0.15,
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"labor_shortage": 0.669,
"portfolio_tightness": 0.37,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-102357",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "2454f422-89cc-416b-8ddf-242bc73e9c81"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 1.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-35DEB953BB",
"grid_service_limit_mw": 15.74,
"gross_sqft": 521108,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.131,
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"competitive_pressure_score": 0.648,
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"nearby_nodes": 2,
"network_redundancy_score": 0.352,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
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"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fi... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 44337,
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"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.89
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.131,
"demand_pressure": 0.789,
"entitlement_friction": 0.703,
"labor_shortage": 0.681,
"portfolio_tightness": 0.316,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102358",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:30:00Z",
"trace_id": "6aae904e-9ccc-47b5-8042-f5030ca4adc0"
} | {
"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",
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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",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 10.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-F4C91D1D53",
"grid_service_limit_mw": 13.63,
"gross_sqft": 990842,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
"capital_availability": 0.647,
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"nearby_nodes": 3,
"network_redundancy_score": 0.552,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.84,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.508
... | {
"annualized_noi_impact_usd": 50510,
"annualized_revenue_impact_usd": 85273,
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"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 0.74,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.44
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.622,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-102359",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "a782d010-6050-49d0-8fe7-4e1f7eaaf97a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"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": 7.6,
"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": 0.357,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 2.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-C429015283",
"grid_service_limit_mw": 16.67,
"gross_sqft": 1033407,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.647,
"nearby_nodes": 3,
"network_redundancy_score": 0.69,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 105... | [
{
"appointment_fill_pct": 86,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 88.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 103857,
"annualized_revenue_impact_usd": 159674,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 460802,
"expansion_capture_probability_post_event": 0.582,
"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.47
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.554,
"demand_pressure": 0.819,
"entitlement_friction": 0.647,
"labor_shortage": 0.405,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-102360",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:36:00Z",
"trace_id": "0c3a2c20-9daf-4437-a859-2d570567cd06"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.016,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.64,
"battery_mwh": 9.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-0176BBDB43",
"grid_service_limit_mw": 13.92,
"gross_sqft": 1015760,
"infill_site": true,
"lease_expiry_months": 20,
"oc... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.365,
"nearby_nodes": 7,
"network_redundancy_score": 0.67,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -213137,
"annualized_revenue_impact_usd": -282664,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 639793,
"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -2.19,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.54
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.566,
"demand_pressure": 0.463,
"entitlement_friction": 0.365,
"labor_shortage": 0.879,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-102361",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:48:00Z",
"trace_id": "8b35aee9-c307-422a-9942-883c4d241d85"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.17,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.126,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.48,
"battery_mwh": 6.44,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-223C0185E3",
"grid_service_limit_mw": 18.25,
"gross_sqft": 1324142,
"infill_site": false,
"lease_expiry_months": 62,... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.357,
"nearby_nodes": 5,
"network_redundancy_score": 0.673,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -41287,
"annualized_revenue_impact_usd": -67604,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 593368,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -1.07,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.86
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.38,
"capital_availability": 0.242,
"demand_pressure": 0.459,
"entitlement_friction": 0.357,
"labor_shortage": 0.738,
"portfolio_tightness": 0.51,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-102362",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:57:00Z",
"trace_id": "e64833c4-ddc7-4b4f-b872-981114bba8f4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.385,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.5,
"battery_mwh": 5.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-D7EE9EB3A0",
"grid_service_limit_mw": 15.28,
"gross_sqft": 1165915,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.254,
"nearby_nodes": 5,
"network_redundancy_score": 0.464,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 155939,
"annualized_revenue_impact_usd": 252673,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 436616,
"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 3,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.846,
"capital_availability": 0.654,
"demand_pressure": 0.615,
"entitlement_friction": 0.254,
"labor_shortage": 0.813,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-102363",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:38:00Z",
"trace_id": "3bbbe370-9e77-4a66-8c56-e40ff55fbe2c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.448,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.09,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.46,
"battery_mwh": 0.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-6B61831C75",
"grid_service_limit_mw": 13.99,
"gross_sqft": 333714,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.634,
"nearby_nodes": 6,
"network_redundancy_score": 0.781,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.653
} | {
"annualized_noi_impact_usd": 23724,
"annualized_revenue_impact_usd": 37723,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 534707,
"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.31
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0.03,
"demand_pressure": 0.58,
"entitlement_friction": 0.634,
"labor_shortage": 0.792,
"portfolio_tightness": 0.547,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102364",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:39:00Z",
"trace_id": "bc3f216b-7b1c-433c-8927-bd8e9f7fb6d8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.373,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.24,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.28,
"battery_mwh": 11.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-11262D71C0",
"grid_service_limit_mw": 13.51,
"gross_sqft": 1102395,
"infill_site": true,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.089,
"nearby_nodes": 5,
"network_redundancy_score": 0.787,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 479778... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rat... | {
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.564
} | {
"annualized_noi_impact_usd": 87044,
"annualized_revenue_impact_usd": 131548,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 381220,
"expansion_capture_probability_post_event": 0.489,
"lease_rate_change_pct": 1.67,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.08
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.88
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.646,
"capital_availability": 0.615,
"demand_pressure": 0.652,
"entitlement_friction": 0.089,
"labor_shortage": 0.565,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102365",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "d0c9bb20-2928-4a0d-b72d-1500a1866231"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.4,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 8.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-1D0FE129ED",
"grid_service_limit_mw": 12.22,
"gross_sqft": 1282857,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.114,
"nearby_nodes": 2,
"network_redundancy_score": 0.869,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 233171,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 514655,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.68
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.36
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.247,
"demand_pressure": 0.562,
"entitlement_friction": 0.114,
"labor_shortage": 0.611,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102366",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:50:00Z",
"trace_id": "9c67b550-c4d8-40b2-b33a-eccd7049e5d0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.279,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.099,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.51,
"battery_mwh": 11.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-07BA78B05E",
"grid_service_limit_mw": 15.71,
"gross_sqft": 731117,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.593,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.602,
"nearby_nodes": 5,
"network_redundancy_score": 0.841,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 77194,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 581456,
"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.61
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.593,
"demand_pressure": 0.693,
"entitlement_friction": 0.602,
"labor_shortage": 0.641,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102367",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:53:00Z",
"trace_id": "b926c61b-e2a2-4304-9950-cd1d2a66404c"
} | {
"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": "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": false,
"growth_rate": 0.05,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.398,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.4,
"battery_mwh": 2.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-505103FEC3",
"grid_service_limit_mw": 18.26,
"gross_sqft": 465839,
"infill_site": true,
"lease_expiry_months": 15,
"occupa... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.454,
"nearby_nodes": 8,
"network_redundancy_score": 0.678,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1551853... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -94526,
"annualized_revenue_impact_usd": -130459,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 686961,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -2.72,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.98
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.615,
"capital_availability": 0.48,
"demand_pressure": 0.377,
"entitlement_friction": 0.454,
"labor_shortage": 1,
"portfolio_tightness": 0.426,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102368",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:43:00Z",
"trace_id": "d16d8973-203b-44fc-8385-6df0228c87d2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"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": -0.023,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.443,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.6,
"battery_mwh": 4.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-FEE1621914",
"grid_service_limit_mw": 21.92,
"gross_sqft": 899813,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.402,
"nearby_nodes": 8,
"network_redundancy_score": 0.863,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 79.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.137
} | {
"annualized_noi_impact_usd": -298668,
"annualized_revenue_impact_usd": -383703,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 622632,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -2.07,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.89
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.769,
"capital_availability": 0.519,
"demand_pressure": 0.303,
"entitlement_friction": 0.402,
"labor_shortage": 0.71,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102369",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:47:00Z",
"trace_id": "68fe5ab8-926d-4689-ac6b-6d83341b5617"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.275,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.436,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.31,
"battery_mwh": 9.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-4640DD377C",
"grid_service_limit_mw": 14.65,
"gross_sqft": 1192677,
"infill_site": false,
"lease_expiry_months": 62,
"o... | {
"capital_availability": 0.465,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.356,
"nearby_nodes": 8,
"network_redundancy_score": 0.66,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.513
} | {
"annualized_noi_impact_usd": 38998,
"annualized_revenue_impact_usd": 60301,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 656466,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.87
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 25.19
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.478,
"capital_availability": 0.465,
"demand_pressure": 0.484,
"entitlement_friction": 0.356,
"labor_shortage": 0.602,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102370",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "86f7f95f-da99-4ca4-ab3d-fb3f52bee988"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.42,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.276,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.68,
"battery_mwh": 4.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-2919FF42FB",
"grid_service_limit_mw": 22.29,
"gross_sqft": 1055889,
"infill_site": true,
"lease_expiry_months": 65,
"oc... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.441,
"nearby_nodes": 7,
"network_redundancy_score": 0.315,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.615
... | {
"annualized_noi_impact_usd": 80474,
"annualized_revenue_impact_usd": 107225,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 672671,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.61
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.431,
"demand_pressure": 0.618,
"entitlement_friction": 0.441,
"labor_shortage": 0.726,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102371",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:24:00Z",
"trace_id": "be0c8ee4-0199-4ace-a596-c517646377b1"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.24,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.26,
"battery_mwh": 5.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-3DBF75FCCC",
"grid_service_limit_mw": 25.08,
"gross_sqft": 928553,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.032,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.624,
"nearby_nodes": 8,
"network_redundancy_score": 0.794,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 193335... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -43269,
"annualized_revenue_impact_usd": -71753,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 615932,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.85,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.64
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.814,
"capital_availability": 0.032,
"demand_pressure": 0.371,
"entitlement_friction": 0.624,
"labor_shortage": 0.773,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-102372",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:56:00Z",
"trace_id": "61628cbb-ada4-433d-b0f0-a71a60d7d74a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.239,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.65,
"battery_mwh": 0.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-FA35C2C7FB",
"grid_service_limit_mw": 23.65,
"gross_sqft": 370266,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.474,
"nearby_nodes": 2,
"network_redundancy_score": 0.312,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.428
} | {
"annualized_noi_impact_usd": -5472,
"annualized_revenue_impact_usd": -7414,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 588612,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 1.56,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.82
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.778,
"capital_availability": 0.076,
"demand_pressure": 0.517,
"entitlement_friction": 0.474,
"labor_shortage": 0.72,
"portfolio_tightness": 0.548,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-102373",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:42:00Z",
"trace_id": "15accf29-3109-4f76-bf99-4a7cd2e58c4a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.352,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.038,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.72,
"battery_mwh": 1.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-3BD8E568A0",
"grid_service_limit_mw": 16.63,
"gross_sqft": 399479,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.846,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.594,
"nearby_nodes": 6,
"network_redundancy_score": 0.645,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1966140... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.681
} | {
"annualized_noi_impact_usd": 22753,
"annualized_revenue_impact_usd": 36358,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 569821,
"expansion_capture_probability_post_event": 0.639,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.79
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.08
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.265,
"capital_availability": 0.846,
"demand_pressure": 0.597,
"entitlement_friction": 0.594,
"labor_shortage": 0.635,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-102374",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "99ed350f-2f1f-4db2-adf5-aae805c318f7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.25,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 1.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-03ED5C1E55",
"grid_service_limit_mw": 18.33,
"gross_sqft": 754092,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.603,
"nearby_nodes": 4,
"network_redundancy_score": 0.338,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 86.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 4.71,
"tenant_expansion_probability": 0.445
} | {
"annualized_noi_impact_usd": -3866,
"annualized_revenue_impact_usd": -5912,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 457239,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 2.23,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.5
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.713,
"capital_availability": 0.334,
"demand_pressure": 0.663,
"entitlement_friction": 0.603,
"labor_shortage": 0.725,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102375",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:58:00Z",
"trace_id": "3f2acb34-3a5f-4c36-9db2-9320fe0bc87b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"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": 0.201,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.457,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.6,
"battery_mwh": 11.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-A85FAAF87F",
"grid_service_limit_mw": 15.56,
"gross_sqft": 720844,
"infill_site": true,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.203,
"nearby_nodes": 6,
"network_redundancy_score": 0.656,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 630738... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 0.11,
"tenant_expansion_probability": 0.314... | {
"annualized_noi_impact_usd": -100684,
"annualized_revenue_impact_usd": -143534,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 679798,
"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -1.72,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.44
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.04
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.541,
"capital_availability": 0.547,
"demand_pressure": 0.517,
"entitlement_friction": 0.203,
"labor_shortage": 0.708,
"portfolio_tightness": 0.372,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102376",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:12:00Z",
"trace_id": "76db0fc6-e6e6-4e23-9ba4-7f9982385a39"
} | {
"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": "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": false,
"growth_rate": 0.182,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.26,
"battery_mwh": 3.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-068928404B",
"grid_service_limit_mw": 11.62,
"gross_sqft": 557292,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.07,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.483,
"nearby_nodes": 5,
"network_redundancy_score": 0.345,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.383
} | {
"annualized_noi_impact_usd": 4466,
"annualized_revenue_impact_usd": 6948,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 563447,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": -0.37,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.96
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.738,
"capital_availability": 0.07,
"demand_pressure": 0.499,
"entitlement_friction": 0.483,
"labor_shortage": 0.712,
"portfolio_tightness": 0.536,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102377",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:07:00Z",
"trace_id": "d25eba9a-9e7d-4dfb-a4aa-84b34ff93d61"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.085,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 6.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-7478621603",
"grid_service_limit_mw": 13.95,
"gross_sqft": 1141860,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
"capital_availability": 0.797,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.399,
"nearby_nodes": 2,
"network_redundancy_score": 0.771,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 78.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0.332
... | {
"annualized_noi_impact_usd": -45531,
"annualized_revenue_impact_usd": -74232,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 611098,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.43
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.797,
"demand_pressure": 0.28,
"entitlement_friction": 0.399,
"labor_shortage": 0.747,
"portfolio_tightness": 0.491,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102378",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:24:00Z",
"trace_id": "754e4e3a-77ac-4d66-a8d6-e6c5cc0fe5ad"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.229,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.33,
"battery_mwh": 5.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-1C962903F7",
"grid_service_limit_mw": 11.32,
"gross_sqft": 1053397,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.521,
"nearby_nodes": 2,
"network_redundancy_score": 0.756,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 83.1,
"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 78.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.871,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": -182769,
"annualized_revenue_impact_usd": -290833,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 643152,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -0.96,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.75
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.492,
"demand_pressure": 0.452,
"entitlement_friction": 0.521,
"labor_shortage": 1,
"portfolio_tightness": 0.709,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-102379",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:46:00Z",
"trace_id": "e1d7f3ca-6579-495d-b0bd-baa9d3d6d7f7"
} | {
"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": 8.3,
"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": 0.29,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.238,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.6,
"battery_mwh": 8.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-5F394FEE6F",
"grid_service_limit_mw": 14.29,
"gross_sqft": 950997,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.687,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.292,
"nearby_nodes": 4,
"network_redundancy_score": 0.657,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.6,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": -3134,
"annualized_revenue_impact_usd": -4744,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 536194,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 0.97,
"occupancy_shift": -0.002,
"service_penalty_risk_us... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.83
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.451,
"demand_pressure": 0.407,
"entitlement_friction": 0.292,
"labor_shortage": 1,
"portfolio_tightness": 0.565,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-102380",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "ef650d69-e240-451e-9e77-9d96c3e339d7"
} | {
"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",
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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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.22,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-22F329D336",
"grid_service_limit_mw": 27.8,
"gross_sqft": 1452949,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.708,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.569,
"nearby_nodes": 7,
"network_redundancy_score": 0.382,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 60.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.5... | {
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"annualized_revenue_impact_usd": 130097,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.02,
"service_penalty_risk_... | {
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{
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"reason": "reserve_growth_path",
"score": 31.46
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.83
},
{
"action": "rebalance_carrier_mix",
"... | {
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"capital_availability": 0.708,
"demand_pressure": 0.383,
"entitlement_friction": 0.569,
"labor_shortage": 0.715,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-102381",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:20:00Z",
"trace_id": "5fce2f51-9c14-46cb-948e-f3c5250e69ac"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "500m_1b",
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"growth_rate": 0.037,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.285,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 1.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-A617793192",
"grid_service_limit_mw": 11.06,
"gross_sqft": 403083,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.289,
"nearby_nodes": 7,
"network_redundancy_score": 0.516,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": 0.4,
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"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -2.36,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 24.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.72
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.106,
"demand_pressure": 0.305,
"entitlement_friction": 0.289,
"labor_shortage": 0.568,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-102382",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "e2d2d262-1af6-4982-8aec-63ca15c245e1"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 5.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-C0F7B1848C",
"grid_service_limit_mw": 9.49,
"gross_sqft": 1044569,
"infill_site": true,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.482,
"cluster_utilization_pct": 0.874,
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"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.477,
"nearby_nodes": 2,
"network_redundancy_score": 0.84,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"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": 2.74,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 81241,
"annualized_revenue_impact_usd": 125003,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 597990,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.69
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.77
},
{
"action": "defe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.482,
"demand_pressure": 0.393,
"entitlement_friction": 0.477,
"labor_shortage": 0.922,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-102383",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "f5fcb4d7-02b7-41de-b989-a64eee0fd9ec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.4,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.161,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.6,
"battery_mwh": 2.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-534A1B3069",
"grid_service_limit_mw": 21.92,
"gross_sqft": 755415,
"infill_site": true,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.724,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.491,
"nearby_nodes": 4,
"network_redundancy_score": 0.707,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 87.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
"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": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 187060,
"annualized_revenue_impact_usd": 242530,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 458718,
"expansion_capture_probability_post_event": 0.603,
"lease_rate_change_pct": 2.43,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.97
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.724,
"demand_pressure": 0.732,
"entitlement_friction": 0.491,
"labor_shortage": 0.672,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-102384",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:47:00Z",
"trace_id": "84dd3916-4e07-41b8-8b69-f64ba4da5ed1"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.012,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.46,
"battery_mwh": 1.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-CD58C7C666",
"grid_service_limit_mw": 19.38,
"gross_sqft": 1046727,
"infill_site": false,
"lease_expiry_months": 56,... | {
"capital_availability": 0.015,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.77,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.637,
"nearby_nodes": 5,
"network_redundancy_score": 0.478,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 80.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -126704,
"annualized_revenue_impact_usd": -164489,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 539003,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -1.13,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.25
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.015,
"demand_pressure": 0.352,
"entitlement_friction": 0.637,
"labor_shortage": 0.622,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-102385",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "42aadfd7-b9ad-4e54-8a60-41f954f6e914"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.354,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.099,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.22,
"battery_mwh": 2.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-90581159C5",
"grid_service_limit_mw": 17.85,
"gross_sqft": 1357728,
"infill_site": false,
"lease_expiry_months": 62,... | {
"capital_availability": 0.652,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.484,
"nearby_nodes": 6,
"network_redundancy_score": 0.833,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 102879,
"annualized_revenue_impact_usd": 171585,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 484896,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.69
},
{
"action": "shift_overflo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.652,
"demand_pressure": 0.636,
"entitlement_friction": 0.484,
"labor_shortage": 1,
"portfolio_tightness": 0.452,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-102386",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:50:00Z",
"trace_id": "d6d201c5-4a0c-4334-8dce-8138ff06105c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"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": 0.015,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.079,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 8.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-E9DEDD9E57",
"grid_service_limit_mw": 9.9,
"gross_sqft": 967374,
"infill_site": false,
"lease_expiry_months": 49,
"occup... | {
"capital_availability": 0.084,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.431,
"nearby_nodes": 4,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.238
} | {
"annualized_noi_impact_usd": -275289,
"annualized_revenue_impact_usd": -405078,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 526493,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.93
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.42
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.63,
"capital_availability": 0.084,
"demand_pressure": 0.347,
"entitlement_friction": 0.431,
"labor_shortage": 0.867,
"portfolio_tightness": 0.721,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102387",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:40:00Z",
"trace_id": "4ac2e862-0fd5-43bd-b239-19a326f515c6"
} | {
"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": 8.4,
"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": 0.246,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.43,
"battery_mwh": 5.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C08A6D9546",
"grid_service_limit_mw": 12.36,
"gross_sqft": 210623,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.297,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.743,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.213,
"nearby_nodes": 2,
"network_redundancy_score": 0.318,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.455
} | {
"annualized_noi_impact_usd": 18474,
"annualized_revenue_impact_usd": 29300,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 530862,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.85
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.262,
"capital_availability": 0.297,
"demand_pressure": 0.686,
"entitlement_friction": 0.213,
"labor_shortage": 0.647,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102388",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:59:00Z",
"trace_id": "ab3a59c2-dd2d-4b33-8fbf-fe9ff04e912b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.066,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.63,
"battery_mwh": 8.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-98A2881AFF",
"grid_service_limit_mw": 16.43,
"gross_sqft": 1178349,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.747,
"nearby_nodes": 6,
"network_redundancy_score": 0.403,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.41,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.3,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": -0.1,
"rent_growth_90d_pct": -1.45,
"tenant_expansion_probability": 0.207
} | {
"annualized_noi_impact_usd": -217114,
"annualized_revenue_impact_usd": -326365,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
"estimated_capex_usd": 503905,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -3.6,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.64
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0.316,
"demand_pressure": 0.523,
"entitlement_friction": 0.747,
"labor_shortage": 0.597,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-102389",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:24:00Z",
"trace_id": "d3950181-9b89-45e5-96f1-a790764e85e0"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.393,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.074,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.8,
"battery_mwh": 3.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-3754B87D22",
"grid_service_limit_mw": 22.05,
"gross_sqft": 1114597,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.191,
"nearby_nodes": 6,
"network_redundancy_score": 0.656,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 32... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.729
} | {
"annualized_noi_impact_usd": 226924,
"annualized_revenue_impact_usd": 312736,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 442108,
"expansion_capture_probability_post_event": 0.708,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.87
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.2,
"demand_pressure": 0.679,
"entitlement_friction": 0.191,
"labor_shortage": 0.775,
"portfolio_tightness": 0.465,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-102390",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:02:00Z",
"trace_id": "d5572557-4959-44ad-948b-df508b7bad69"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.154,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.58,
"battery_mwh": 7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-D93344CC22",
"grid_service_limit_mw": 23.06,
"gross_sqft": 474691,
"infill_site": false,
"lease_expiry_months": 9,
"occupan... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.649,
"nearby_nodes": 5,
"network_redundancy_score": 0.546,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 162935... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -23021,
"annualized_revenue_impact_usd": -30895,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 377867,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -1.31,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.68
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.495,
"capital_availability": 0.144,
"demand_pressure": 0.423,
"entitlement_friction": 0.649,
"labor_shortage": 0.624,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-102391",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:23:00Z",
"trace_id": "36c8795a-e6c8-49f6-9140-7d3f962af8e9"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.285,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.33,
"battery_mwh": 3.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-B2F02405D4",
"grid_service_limit_mw": 10.66,
"gross_sqft": 332128,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.518,
"nearby_nodes": 5,
"network_redundancy_score": 0.684,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.298
} | {
"annualized_noi_impact_usd": -30769,
"annualized_revenue_impact_usd": -40227,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 593438,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.64
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.46
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.582,
"capital_availability": 0.584,
"demand_pressure": 0.619,
"entitlement_friction": 0.518,
"labor_shortage": 0.794,
"portfolio_tightness": 0.613,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-102392",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:02:00Z",
"trace_id": "d51370df-b4eb-40a0-bea5-2c6eb603444b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.074,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.112,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.57,
"battery_mwh": 2.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-87AE0E41E9",
"grid_service_limit_mw": 12.14,
"gross_sqft": 1330987,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.579,
"nearby_nodes": 2,
"network_redundancy_score": 0.773,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -281727,
"annualized_revenue_impact_usd": -422206,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 491102,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -1.57,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.7
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.322,
"capital_availability": 0.411,
"demand_pressure": 0.387,
"entitlement_friction": 0.579,
"labor_shortage": 0.811,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102393",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "a46590d0-7edf-4beb-853f-605c97b7bcb4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.054,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.79,
"battery_mwh": 7.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-69237051D9",
"grid_service_limit_mw": 16.11,
"gross_sqft": 976555,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.687,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.587,
"nearby_nodes": 8,
"network_redundancy_score": 0.391,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 81.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.247... | {
"annualized_noi_impact_usd": -227021,
"annualized_revenue_impact_usd": -330693,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 733970,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -1.03,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.52
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.181,
"demand_pressure": 0.385,
"entitlement_friction": 0.587,
"labor_shortage": 0.924,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-102394",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:07:00Z",
"trace_id": "07701f7c-8fd9-49cb-9c1c-799ea437f5c2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.306,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 7.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-28F39B206B",
"grid_service_limit_mw": 16.19,
"gross_sqft": 837792,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.111,
"nearby_nodes": 2,
"network_redundancy_score": 0.554,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 6.1,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 208059,
"annualized_revenue_impact_usd": 285489,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 307493,
"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 5,
"occupancy_shift": 0.028,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.77
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.2,
"demand_pressure": 0.683,
"entitlement_friction": 0.111,
"labor_shortage": 0.463,
"portfolio_tightness": 0.469,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-102395",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:31:00Z",
"trace_id": "9644d71f-14bb-4934-aa52-fa4f74ff0c59"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.41,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.114,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.81,
"battery_mwh": 8.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-E9436BCB0E",
"grid_service_limit_mw": 14.58,
"gross_sqft": 920030,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.345,
"nearby_nodes": 3,
"network_redundancy_score": 0.669,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 258356,... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 119435,
"annualized_revenue_impact_usd": 162093,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 356818,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 2.91,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.81
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.455,
"demand_pressure": 0.694,
"entitlement_friction": 0.345,
"labor_shortage": 0.676,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102396",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "1a00e441-78d7-41bc-a61e-d1e58c70ab27"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.211,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.338,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.23,
"battery_mwh": 7.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-81B7DCF66C",
"grid_service_limit_mw": 13.67,
"gross_sqft": 1139271,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.597,
"nearby_nodes": 3,
"network_redundancy_score": 0.358,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 2.77,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
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"rent_growth_30d_pct": 4.54,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 132852,
"annualized_revenue_impact_usd": 188646,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.48
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.56
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.22,
"demand_pressure": 0.632,
"entitlement_friction": 0.597,
"labor_shortage": 0.741,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102397",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "ff1394f0-7756-484c-ba86-14786c3747b5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.81,
"battery_mwh": 1.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-4BB0CFADD2",
"grid_service_limit_mw": 26.48,
"gross_sqft": 369092,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.382,
"nearby_nodes": 6,
"network_redundancy_score": 0.458,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_r... | {
"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": "very_high",
"forec... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.553
} | {
"annualized_noi_impact_usd": 24700,
"annualized_revenue_impact_usd": 35374,
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"decision_horizon_days": 60,
"estimated_capex_usd": 408407,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.7
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.499,
"demand_pressure": 0.56,
"entitlement_friction": 0.382,
"labor_shortage": 0.507,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102398",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "86d222c8-dbd1-48b3-af7f-042d4a579ed8"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.412,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.334,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.68,
"battery_mwh": 2.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-337615E6EB",
"grid_service_limit_mw": 11.88,
"gross_sqft": 1284483,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.405,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.32,
"nearby_nodes": 3,
"network_redundancy_score": 0.838,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.32,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.82,
"rent_growth_90d_pct": 6.18,
"tenant_expansion_probability": 0.792
} | {
"annualized_noi_impact_usd": 297487,
"annualized_revenue_impact_usd": 432039,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.76,
"lease_rate_change_pct": 5.09,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.92
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.21,
"capital_availability": 0.405,
"demand_pressure": 0.659,
"entitlement_friction": 0.32,
"labor_shortage": 0.757,
"portfolio_tightness": 0.588,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102399",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:05:00Z",
"trace_id": "ddac32eb-adad-4eb4-ba22-9875fc86ecf4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 10.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-A483174631",
"grid_service_limit_mw": 19.7,
"gross_sqft": 619711,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.252,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.167,
"nearby_nodes": 6,
"network_redundancy_score": 0.806,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 6311,
"annualized_revenue_impact_usd": 8902,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 445756,
"expansion_capture_probability_post_event": 0.39,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.004,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.8
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.252,
"demand_pressure": 0.666,
"entitlement_friction": 0.167,
"labor_shortage": 0.75,
"portfolio_tightness": 0.389,
"... |
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