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": 0.751,
"id": "FORGE-103200",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:15:00Z",
"trace_id": "fd69c74d-6267-4f03-8d38-90983ed670d0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.158,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.78,
"battery_mwh": 8.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-1A19629C49",
"grid_service_limit_mw": 17.46,
"gross_sqft": 902543,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.536,
"nearby_nodes": 3,
"network_redundancy_score": 0.769,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.44,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.8,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 5.06,
"tenant_expansion_probability": 0.417
} | {
"annualized_noi_impact_usd": 54444,
"annualized_revenue_impact_usd": 81853,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 507307,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.97
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.59
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.303,
"capital_availability": 0.414,
"demand_pressure": 0.55,
"entitlement_friction": 0.536,
"labor_shortage": 0.448,
"portfolio_tightness": 0.411,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103201",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:30:00Z",
"trace_id": "47dc4d89-e8a3-40d7-82ef-029131e2aa32"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.169,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.278,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.74,
"battery_mwh": 1.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-4268DB74C8",
"grid_service_limit_mw": 14.11,
"gross_sqft": 1133389,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.306,
"nearby_nodes": 8,
"network_redundancy_score": 0.491,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.8,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": -1.61,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -151428,
"annualized_revenue_impact_usd": -251100,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 428563,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.67
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.33
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.764,
"capital_availability": 0.256,
"demand_pressure": 0.462,
"entitlement_friction": 0.306,
"labor_shortage": 0.65,
"portfolio_tightness": 0.325,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-103202",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:10:00Z",
"trace_id": "998cb8f2-3553-4e52-8d9f-6d7c2163959e"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.38,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.29,
"battery_mwh": 7.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-A3E97A7430",
"grid_service_limit_mw": 22.45,
"gross_sqft": 509939,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.528,
"nearby_nodes": 5,
"network_redundancy_score": 0.831,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216589... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 88.9,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.565
} | {
"annualized_noi_impact_usd": 43522,
"annualized_revenue_impact_usd": 67995,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 582564,
"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.75
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.505,
"demand_pressure": 0.837,
"entitlement_friction": 0.528,
"labor_shortage": 0.549,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-103203",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:44:00Z",
"trace_id": "e4171872-5411-47c4-996e-fa087b724396"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.216,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.77,
"battery_mwh": 10.9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-1844D29C7C",
"grid_service_limit_mw": 12.52,
"gross_sqft": 382965,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.687,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.316,
"nearby_nodes": 7,
"network_redundancy_score": 0.476,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": 1206,
"annualized_revenue_impact_usd": 2040,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 680863,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.44
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.253,
"capital_availability": 0.687,
"demand_pressure": 0.633,
"entitlement_friction": 0.316,
"labor_shortage": 0.867,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103204",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:37:00Z",
"trace_id": "b7283c76-3dcf-4877-8138-da1e0ee7f338"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"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": -0.018,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.456,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.45,
"battery_mwh": 11.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-1F6E1EA4D9",
"grid_service_limit_mw": 15.3,
"gross_sqft": 1308757,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.237,
"nearby_nodes": 6,
"network_redundancy_score": 0.524,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.64,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 5.04,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -105059,
"annualized_revenue_impact_usd": -145741,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 424821,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.34
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 22.92
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0.209,
"demand_pressure": 0.373,
"entitlement_friction": 0.237,
"labor_shortage": 0.724,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-103205",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "d9d16dee-a2e5-489e-95d8-464afcc05092"
} | {
"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": 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": 0.022,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.285,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.46,
"battery_mwh": 10.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-94FEADEE56",
"grid_service_limit_mw": 7.79,
"gross_sqft": 299666,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.264,
"nearby_nodes": 6,
"network_redundancy_score": 0.707,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 38... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 80.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.191
} | {
"annualized_noi_impact_usd": -157318,
"annualized_revenue_impact_usd": -202309,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 635852,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -0.95,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.16
},
{
"action": "escalate_utility_interconnect",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.659,
"capital_availability": 0.683,
"demand_pressure": 0.309,
"entitlement_friction": 0.264,
"labor_shortage": 0.915,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.902,
"id": "FORGE-103206",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:07:00Z",
"trace_id": "674e9e1e-7b8a-461d-913f-53a3c9599ce6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.39,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.61,
"service_level_target": 0.95,
"... | {
"automation_penetration": 0.61,
"battery_mwh": 11.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-11E30046E0",
"grid_service_limit_mw": 12.53,
"gross_sqft": 299755,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.481,
"nearby_nodes": 6,
"network_redundancy_score": 0.873,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 59,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.86,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 6.46,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 67050,
"annualized_revenue_impact_usd": 89517,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 484818,
"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 4.37,
"occupancy_shift": 0.02,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.96
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.321,
"capital_availability": 0.526,
"demand_pressure": 0.937,
"entitlement_friction": 0.481,
"labor_shortage": 0.932,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103207",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:49:00Z",
"trace_id": "7659adaf-974d-4811-ac23-4cfe3e482d82"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.092,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.094,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.27,
"battery_mwh": 11.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-ED759F1A42",
"grid_service_limit_mw": 19.67,
"gross_sqft": 947673,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.744,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.107,
"nearby_nodes": 2,
"network_redundancy_score": 0.53,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1212418... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.176... | {
"annualized_noi_impact_usd": -160860,
"annualized_revenue_impact_usd": -210701,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 763137,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 46.29
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.36
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.763,
"capital_availability": 0.513,
"demand_pressure": 0.36,
"entitlement_friction": 0.107,
"labor_shortage": 0.85,
"portfolio_tightness": 0.45,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103208",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:14:00Z",
"trace_id": "dbbbcceb-10b1-479c-9af1-ebfa89494e19"
} | {
"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": "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": 0.143,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.78,
"battery_mwh": 5.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-55222C92D5",
"grid_service_limit_mw": 17.97,
"gross_sqft": 482090,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.18,
"nearby_nodes": 7,
"network_redundancy_score": 0.492,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability": 0.327
} | {
"annualized_noi_impact_usd": -41419,
"annualized_revenue_impact_usd": -55173,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 362468,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": -0.76,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.68
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.748,
"capital_availability": 0.351,
"demand_pressure": 0.53,
"entitlement_friction": 0.18,
"labor_shortage": 0.794,
"portfolio_tightness": 0.427,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-103209",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:24:00Z",
"trace_id": "425beb91-ce6b-42a2-a3cf-b2ae3a03f1fe"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.034,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.502,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 7.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-26D817D90F",
"grid_service_limit_mw": 15.99,
"gross_sqft": 1073177,
"infill_site": false,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.142,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.146,
"nearby_nodes": 2,
"network_redundancy_score": 0.839,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 78.5,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": -0.15,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -388907,
"annualized_revenue_impact_usd": -502407,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 582701,
"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": -3.26,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.77
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.332,
"capital_availability": 0.142,
"demand_pressure": 0.304,
"entitlement_friction": 0.146,
"labor_shortage": 1,
"portfolio_tightness": 0.35,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103210",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:02:00Z",
"trace_id": "fa9d09d1-45aa-41d0-bdad-acf036657dfc"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.273,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.24,
"battery_mwh": 9.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-D26C81B760",
"grid_service_limit_mw": 25.52,
"gross_sqft": 1134943,
"infill_site": false,
"lease_expiry_months": 54,
"o... | {
"capital_availability": 0.037,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.696,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.165,
"nearby_nodes": 5,
"network_redundancy_score": 0.827,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194903... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 88.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_p... | {
"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... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 196857,
"annualized_revenue_impact_usd": 267881,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 511869,
"expansion_capture_probability_post_event": 0.561,
"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.037,
"demand_pressure": 0.805,
"entitlement_friction": 0.165,
"labor_shortage": 0.817,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103211",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "512d0215-bea0-4a1d-992b-9d4fea0e3759"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.251,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.175,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.67,
"battery_mwh": 9.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-6F554D8342",
"grid_service_limit_mw": 12.92,
"gross_sqft": 691225,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.594,
"nearby_nodes": 7,
"network_redundancy_score": 0.663,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 86.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.523... | {
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"annualized_revenue_impact_usd": 102408,
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"decision_horizon_days": 60,
"estimated_capex_usd": 433309,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.61
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.64
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.497,
"demand_pressure": 0.644,
"entitlement_friction": 0.594,
"labor_shortage": 0.904,
"portfolio_tightness": 0.646,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-103212",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "14cc3b5a-fed5-4094-a97b-87dc7564a7af"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 5.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-06C96FA175",
"grid_service_limit_mw": 16.17,
"gross_sqft": 1047667,
"infill_site": false,
"lease_expiry_months": 21,
"o... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.496,
"nearby_nodes": 4,
"network_redundancy_score": 0.38,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1578413... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 0.11,
"tenant_expansion_probability": 0.517
} | {
"annualized_noi_impact_usd": -303,
"annualized_revenue_impact_usd": -418,
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"decision_horizon_days": 60,
"estimated_capex_usd": 580450,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.64
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.644,
"capital_availability": 0.464,
"demand_pressure": 0.609,
"entitlement_friction": 0.496,
"labor_shortage": 0.802,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103213",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "d45787a2-2774-4242-ad65-61ebbb0bf1fe"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.29,
"battery_mwh": 8.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-62DBE377A9",
"grid_service_limit_mw": 17.55,
"gross_sqft": 1230864,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0.45,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.377,
"nearby_nodes": 6,
"network_redundancy_score": 0.673,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probability": 0.191
} | {
"annualized_noi_impact_usd": -263638,
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"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -2.94,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.17
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.25
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.45,
"demand_pressure": 0.318,
"entitlement_friction": 0.377,
"labor_shortage": 0.825,
"portfolio_tightness": 0.552,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103214",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:56:00Z",
"trace_id": "077f31ab-ee57-443d-9c84-b3a2ffdea686"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": -0.033,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.502,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.3,
"battery_mwh": 1.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-ED926759D8",
"grid_service_limit_mw": 17.54,
"gross_sqft": 1097841,
"infill_site": false,
"lease_expiry_months": 20,
"oc... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.365,
"nearby_nodes": 2,
"network_redundancy_score": 0.486,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.139... | {
"annualized_noi_impact_usd": -236888,
"annualized_revenue_impact_usd": -364220,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -1.3,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.9
},
{
"action": "escalate_utility_interconnect",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.497,
"demand_pressure": 0.485,
"entitlement_friction": 0.365,
"labor_shortage": 0.671,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103215",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:15:00Z",
"trace_id": "8ec0df19-c994-40b7-a6b3-22df2cbce8ad"
} | {
"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": 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": 0.024,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.402,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.34,
"battery_mwh": 7.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-7C50A7B396",
"grid_service_limit_mw": 19.66,
"gross_sqft": 1049190,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.206,
"nearby_nodes": 6,
"network_redundancy_score": 0.83,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1618491... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.149... | {
"annualized_noi_impact_usd": -228180,
"annualized_revenue_impact_usd": -328630,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 579238,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -2.16,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.29
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.94
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.757,
"capital_availability": 0.379,
"demand_pressure": 0.256,
"entitlement_friction": 0.206,
"labor_shortage": 0.667,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-103216",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "35971d2b-fe5a-4eef-93e1-15db77f1ecef"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.387,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.65,
"battery_mwh": 9.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-258733BF37",
"grid_service_limit_mw": 11.13,
"gross_sqft": 1181657,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.609,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.378,
"nearby_nodes": 3,
"network_redundancy_score": 0.834,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 106668,
"annualized_revenue_impact_usd": 175133,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 422957,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.46
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.339,
"capital_availability": 0.609,
"demand_pressure": 0.642,
"entitlement_friction": 0.378,
"labor_shortage": 0.867,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-103217",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:03:00Z",
"trace_id": "a5b78f0d-f46d-4e3f-9d2e-26ef843345e3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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",
"expansion_request_open": false,
"growth_rate": -0.012,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.55,
"battery_mwh": 12.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-56386C3617",
"grid_service_limit_mw": 12.06,
"gross_sqft": 512308,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.536,
"nearby_nodes": 4,
"network_redundancy_score": 0.666,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 81.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.191
... | {
"annualized_noi_impact_usd": -60800,
"annualized_revenue_impact_usd": -95618,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 507715,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -1.65,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.46
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.252,
"capital_availability": 0.187,
"demand_pressure": 0.43,
"entitlement_friction": 0.536,
"labor_shortage": 0.627,
"portfolio_tightness": 0.481,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103218",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:58:00Z",
"trace_id": "871a5d57-12b8-47cd-b4b0-e1a1b93e4547"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.416,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.55,
"battery_mwh": 9.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-3FB952CFBB",
"grid_service_limit_mw": 11.49,
"gross_sqft": 391376,
"infill_site": true,
"lease_expiry_months": 16,
"... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.476,
"nearby_nodes": 2,
"network_redundancy_score": 0.813,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 3.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 5.72,
"rent_growth_90d_pct": 7.41,
"tenant_expansion_probability": 0.832... | {
"annualized_noi_impact_usd": 233975,
"annualized_revenue_impact_usd": 324626,
"cap_rate_pressure_pct": 0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 366698,
"expansion_capture_probability_post_event": 0.8,
"lease_rate_change_pct": 6.03,
"occupancy_shift": 0.034,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.6
},
{
"action": "raise_priority... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.215,
"capital_availability": 0.247,
"demand_pressure": 0.678,
"entitlement_friction": 0.476,
"labor_shortage": 0.748,
"portfolio_tightness": 0.713,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-103219",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:26:00Z",
"trace_id": "5a57cc14-a4f2-437d-ba4b-b9022dc312df"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.4,
"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": 0.325,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.68,
"battery_mwh": 8.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-59CA3FE8BD",
"grid_service_limit_mw": 8.81,
"gross_sqft": 971827,
"infill_site": false,
"lease_expiry_months": 62,
"... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.619,
"nearby_nodes": 6,
"network_redundancy_score": 0.376,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.867,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.8,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 39377,
"annualized_revenue_impact_usd": 52946,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.88
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.47
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.633,
"demand_pressure": 0.601,
"entitlement_friction": 0.619,
"labor_shortage": 1,
"portfolio_tightness": 0.662,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103220",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "3f4d3c3f-22e9-45c3-b9fb-e5e1eaa3e08d"
} | {
"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",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.371,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.63,
"battery_mwh": 2.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-6867F66AD5",
"grid_service_limit_mw": 19.38,
"gross_sqft": 1170572,
"infill_site": true,
"lease_expiry_months": 33,
"oc... | {
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"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.118,
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"nearby_nodes": 6,
"network_redundancy_score": 0.533,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 147788... | [
{
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"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
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"anomaly_score": 0.756,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"market_entry_score": 82.2,
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 196754,
"annualized_revenue_impact_usd": 285231,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 315960,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 39.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.53
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.684,
"demand_pressure": 0.678,
"entitlement_friction": 0.352,
"labor_shortage": 0.601,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-103221",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "92dfef6e-23cc-4079-aada-ae0d9beb1dd5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.4,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 6.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-89EB2FCD4E",
"grid_service_limit_mw": 14.31,
"gross_sqft": 792538,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.318,
"nearby_nodes": 5,
"network_redundancy_score": 0.49,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.2,
"dock_utilization_pct": 91.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 4.13,
"rent_growth_90d_pct": 3.52,
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} | {
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"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
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{
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"score": 49.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.45
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.543,
"demand_pressure": 0.953,
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"labor_shortage": 0.81,
"portfolio_tightness": 0.549,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-103222",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "35f9f3d0-19f7-4777-a895-d4d4ec8ff05f"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-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": "500m_1b",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.242,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 8.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-13CFB66A36",
"grid_service_limit_mw": 15.75,
"gross_sqft": 1099940,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
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"cluster_utilization_pct": 0.904,
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"cross_node_rebalancing_capacity_pct": 0.166,
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"nearby_nodes": 3,
"network_redundancy_score": 0.847,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"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": "high",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.334
} | {
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"annualized_revenue_impact_usd": -106996,
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"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.56
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.24
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.361,
"demand_pressure": 0.551,
"entitlement_friction": 0.513,
"labor_shortage": 0.891,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103223",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "efd39bff-d497-4956-8c09-291d7f86f1a8"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.195,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.56,
"battery_mwh": 6.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-80D6EA6C9F",
"grid_service_limit_mw": 14,
"gross_sqft": 1051514,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.671,
"nearby_nodes": 8,
"network_redundancy_score": 0.363,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -128950,
"annualized_revenue_impact_usd": -184851,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 631149,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -0.77,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.24
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.894,
"capital_availability": 0.557,
"demand_pressure": 0.477,
"entitlement_friction": 0.671,
"labor_shortage": 0.714,
"portfolio_tightness": 0.611,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.74,
"id": "FORGE-103224",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:47:00Z",
"trace_id": "66c5fdd8-7c76-4fd6-a41c-f9311f24673a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.163,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.7,
"battery_mwh": 0.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 147,
"facility_id": "FAC-30BA32B64C",
"grid_service_limit_mw": 19.01,
"gross_sqft": 1476466,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.244,
"nearby_nodes": 5,
"network_redundancy_score": 0.713,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 907556... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.1,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.383
} | {
"annualized_noi_impact_usd": -8996,
"annualized_revenue_impact_usd": -13120,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 670902,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.25
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.96
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.589,
"demand_pressure": 0.522,
"entitlement_friction": 0.244,
"labor_shortage": 0.434,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-103225",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "601fddca-5442-46a3-ab86-824794633693"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.353,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.3,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-C8AF21375B",
"grid_service_limit_mw": 21.47,
"gross_sqft": 1201874,
"infill_site": true,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.636,
"nearby_nodes": 8,
"network_redundancy_score": 0.651,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.704... | {
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"annualized_revenue_impact_usd": 232527,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 388262,
"expansion_capture_probability_post_event": 0.67,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 31.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.22
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.329,
"demand_pressure": 0.736,
"entitlement_friction": 0.636,
"labor_shortage": 0.561,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-103226",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "b542407a-5a67-493d-aa3a-6b0a0b1a1aa8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.426,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.273,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 2.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-DC91DE0BAA",
"grid_service_limit_mw": 12.34,
"gross_sqft": 1094947,
"infill_site": true,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.18,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.72,
"nearby_nodes": 5,
"network_redundancy_score": 0.729,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2028... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56.8,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.49,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
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"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 5.34,
"tenant_expansion_probability": 0.692
} | {
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"expansion_capture_probability_post_event": 0.593,
"lease_rate_change_pct": 3.98,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.12
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.424,
"capital_availability": 0.18,
"demand_pressure": 1,
"entitlement_friction": 0.72,
"labor_shortage": 0.794,
"portfolio_tightness": 0.584,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103227",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "ada0fcc8-b976-44e0-b513-ebd2c03ca631"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.323,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.475,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.2,
"battery_mwh": 8.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-80084E98EF",
"grid_service_limit_mw": 15.76,
"gross_sqft": 713351,
"infill_site": true,
"lease_expiry_months": 66,
"occupa... | {
"capital_availability": 0.67,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.261,
"nearby_nodes": 7,
"network_redundancy_score": 0.804,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 33300,
"annualized_revenue_impact_usd": 48396,
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"estimated_capex_usd": 521470,
"expansion_capture_probability_post_event": 0.492,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.53
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.459,
"capital_availability": 0.67,
"demand_pressure": 0.645,
"entitlement_friction": 0.261,
"labor_shortage": 0.919,
"portfolio_tightness": 0.466,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-103228",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:13:00Z",
"trace_id": "79d0148a-f8c0-4288-b96c-f9444529d4e7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"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": 0.389,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.19,
"battery_mwh": 2.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-0C6564A8C8",
"grid_service_limit_mw": 13.76,
"gross_sqft": 1074301,
"infill_site": false,
"lease_expiry_months": 22,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.102,
"nearby_nodes": 5,
"network_redundancy_score": 0.828,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2141019,
... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 84.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"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": "very_high",
"for... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 30231,
"annualized_revenue_impact_usd": 51800,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.25
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0,
"demand_pressure": 0.633,
"entitlement_friction": 0.102,
"labor_shortage": 0.968,
"portfolio_tightness": 0.351,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103229",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:13:00Z",
"trace_id": "348111b0-db35-446d-8ba3-26eefb7e3a87"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.181,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.5,
"battery_mwh": 2.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-06AF701B01",
"grid_service_limit_mw": 24.98,
"gross_sqft": 889287,
"infill_site": true,
"lease_expiry_months": 23,
"occupa... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.395,
"nearby_nodes": 7,
"network_redundancy_score": 0.843,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.9,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -119147,
"annualized_revenue_impact_usd": -162370,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 588115,
"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": -0.22,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.84
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.846,
"capital_availability": 0,
"demand_pressure": 0.421,
"entitlement_friction": 0.395,
"labor_shortage": 0.811,
"portfolio_tightness": 0.524,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-103230",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "8b3491a2-7efa-4d1b-967f-504e1d42caa7"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.428,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.252,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.75,
"battery_mwh": 8.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-25DD1FC6C5",
"grid_service_limit_mw": 20.52,
"gross_sqft": 1078573,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.039,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.302,
"nearby_nodes": 3,
"network_redundancy_score": 0.647,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 27876,
"annualized_revenue_impact_usd": 46587,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 635139,
"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.17
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.039,
"demand_pressure": 0.668,
"entitlement_friction": 0.302,
"labor_shortage": 0.878,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-103231",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "569d6bd9-0705-427f-9596-9cab45bc9096"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.069,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 9.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-0162AB8BCE",
"grid_service_limit_mw": 8.53,
"gross_sqft": 1508891,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
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"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.231,
"nearby_nodes": 6,
"network_redundancy_score": 0.825,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 90.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.948,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.54
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.441,
"demand_pressure": 0.855,
"entitlement_friction": 0.231,
"labor_shortage": 0.816,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-103232",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "188b51ee-12c3-44b9-8c1d-4073b72b7f11"
} | {
"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",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.424,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 0.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-0E93C340FE",
"grid_service_limit_mw": 17.1,
"gross_sqft": 298545,
"infill_site": false,
"lease_expiry_months": 63,
"occup... | {
"capital_availability": 0.972,
"cluster_utilization_pct": 0.858,
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"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.565,
"nearby_nodes": 6,
"network_redundancy_score": 0.776,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 89.1,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_rate... | {
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.5,
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"rent_growth_30d_pct": 4.97,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability": 0.805
} | {
"annualized_noi_impact_usd": 59134,
"annualized_revenue_impact_usd": 95475,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.767,
"lease_rate_change_pct": 3.92,
"occupancy_shift": 0.032,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.21
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.23,
"capital_availability": 0.972,
"demand_pressure": 0.806,
"entitlement_friction": 0.565,
"labor_shortage": 0.765,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-103233",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:01:00Z",
"trace_id": "c9b83ee0-a350-4c6b-8d1a-6e295c689e59"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.018,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.3,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.61,
"battery_mwh": 9.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-A571A7F000",
"grid_service_limit_mw": 11.88,
"gross_sqft": 943623,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.486,
"nearby_nodes": 4,
"network_redundancy_score": 0.439,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill... | {
"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": 2.37,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.152
} | {
"annualized_noi_impact_usd": -331573,
"annualized_revenue_impact_usd": -522362,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 631856,
"expansion_capture_probability_post_event": 0.034,
"lease_rate_change_pct": -3.39,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.96
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.57
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.783,
"capital_availability": 0.449,
"demand_pressure": 0.486,
"entitlement_friction": 0.486,
"labor_shortage": 0.968,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-103234",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "1c416074-1092-42ac-a719-3e1f42054cae"
} | {
"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": 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": 0.28,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.24,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.18,
"battery_mwh": 6.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-F31F6D623D",
"grid_service_limit_mw": 10.01,
"gross_sqft": 513955,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.991,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.299,
"nearby_nodes": 2,
"network_redundancy_score": 0.585,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2103... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 3.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 5.51,
"rent_growth_90d_pct": 7.48,
"tenant_expansion_probability": 0.657... | {
"annualized_noi_impact_usd": 94378,
"annualized_revenue_impact_usd": 121080,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 619025,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 4.4,
"occupancy_shift": 0.024,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 56.92
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.78
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.991,
"demand_pressure": 0.58,
"entitlement_friction": 0.299,
"labor_shortage": 1,
"portfolio_tightness": 0.694,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-103235",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:10:00Z",
"trace_id": "da197109-992d-4a85-9f92-2184a5226e57"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.381,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.48,
"battery_mwh": 12.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-8861C057EF",
"grid_service_limit_mw": 8.96,
"gross_sqft": 466986,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.764,
"nearby_nodes": 2,
"network_redundancy_score": 0.373,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.6,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 4.98,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 1129,
"annualized_revenue_impact_usd": 1622,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 754344,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 2.26,
"occupancy_shift": -0.003,
"service_penalty_risk_usd... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.56
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.21
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.505,
"demand_pressure": 0.634,
"entitlement_friction": 0.764,
"labor_shortage": 1,
"portfolio_tightness": 0.699,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103236",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:12:00Z",
"trace_id": "8a2f427c-da4a-4d3b-8430-748cac4af9a5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.42,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 1.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-17FEE5D0E7",
"grid_service_limit_mw": 10.8,
"gross_sqft": 1135473,
"infill_site": false,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0.68,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.508,
"nearby_nodes": 3,
"network_redundancy_score": 0.497,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2186... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.3,
"rent_growth_90d_pct": -0.67,
"tenant_expansion_probability": 0.134
} | {
"annualized_noi_impact_usd": -358096,
"annualized_revenue_impact_usd": -481329,
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"decision_horizon_days": 90,
"estimated_capex_usd": 518816,
"expansion_capture_probability_post_event": 0.038,
"lease_rate_change_pct": -3.65,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.27
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.68,
"demand_pressure": 0.35,
"entitlement_friction": 0.508,
"labor_shortage": 0.72,
"portfolio_tightness": 0.435,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103237",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "1440a7bf-0e8d-44d3-9019-6403ab32a185"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": true,
"growth_rate": 0.192,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.152,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.81,
"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-214C4FBF7F",
"grid_service_limit_mw": 20.21,
"gross_sqft": 1375030,
"infill_site": false,
"lease_expiry_months": 29,... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.852,
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"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.668,
"nearby_nodes": 2,
"network_redundancy_score": 0.604,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": 55187,
"annualized_revenue_impact_usd": 75851,
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"decision_horizon_days": 90,
"estimated_capex_usd": 611004,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": 1.21,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.539,
"demand_pressure": 0.869,
"entitlement_friction": 0.668,
"labor_shortage": 0.605,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-103238",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:39:00Z",
"trace_id": "4835db3a-6595-4063-a000-33dbca2d2c60"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.002,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.31,
"battery_mwh": 3.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-A401EFAD94",
"grid_service_limit_mw": 11.86,
"gross_sqft": 856447,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.705,
"nearby_nodes": 2,
"network_redundancy_score": 0.635,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -230314,
"annualized_revenue_impact_usd": -303645,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 653992,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -1.07,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.41
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.594,
"demand_pressure": 0.478,
"entitlement_friction": 0.705,
"labor_shortage": 0.986,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-103239",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "93a9f5a7-aaa6-4550-8c49-0c38e1bffc0a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.64,
"battery_mwh": 12.34,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-786E9CB603",
"grid_service_limit_mw": 25.56,
"gross_sqft": 1212035,
"infill_site": false,
"lease_expiry_months": 46,... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.43,
"nearby_nodes": 2,
"network_redundancy_score": 0.616,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 89.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.6,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 47923,
"annualized_revenue_impact_usd": 78709,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 620633,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 57.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.55
},
{
"action": "esca... | {
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"capital_availability": 0.3,
"demand_pressure": 0.442,
"entitlement_friction": 0.43,
"labor_shortage": 0.746,
"portfolio_tightness": 0.411,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-103240",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:07:00Z",
"trace_id": "07697f62-27f2-44a5-9725-88f37dfa8d28"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 9.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-EC206F3F3C",
"grid_service_limit_mw": 15.47,
"gross_sqft": 496776,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.701,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.762,
"nearby_nodes": 8,
"network_redundancy_score": 0.703,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 88.5,
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"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_rat... | {
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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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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.82,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.45... | {
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"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.036,
"service_penalty_risk_usd":... | {
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"score": 31.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.7
},
{
"action": "rebalance_carrier_mix",
"r... | {
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"capital_availability": 0.701,
"demand_pressure": 0.777,
"entitlement_friction": 0.762,
"labor_shortage": 0.846,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103241",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "0e3206b2-7e3f-4106-8a8f-4eb28fc576c2"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.33,
"service_le... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 10.16,
"gross_sqft": 513691,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
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"cluster_utilization_pct": 0.894,
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"entitlement_friction": 0.508,
"nearby_nodes": 3,
"network_redundancy_score": 0.513,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 80.4,
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"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 0.11,
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... | {
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"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -3.34,
"occupancy_shift": -0.016,
"service_penalty_r... | {
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{
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"score": 32.44
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.14
},
{
"action": "shift_overflow_to_satellite",
... | {
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"demand_pressure": 0.348,
"entitlement_friction": 0.508,
"labor_shortage": 1,
"portfolio_tightness": 0.564,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-103242",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:33:00Z",
"trace_id": "5a724ea4-9199-4626-8236-d9edbe1c99d7"
} | {
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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",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 3.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
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"dock_doors": 80,
"facility_id": "FAC-A3B9202198",
"grid_service_limit_mw": 21.69,
"gross_sqft": 804146,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
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"network_redundancy_score": 0.803,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 623611... | [
{
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"dock_utilization_pct": 78.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 0.78,
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} | {
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"lease_rate_change_pct": -1.69,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "hold_optionalities",
"score": 30.09
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.29
},
{
"action": "hold_service_levels_flat",
"r... | {
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"capital_availability": 0.946,
"demand_pressure": 0.302,
"entitlement_friction": 0.547,
"labor_shortage": 0.524,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103243",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:23:00Z",
"trace_id": "f5f6689f-1df9-4477-9bad-5d651488f094"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 9.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-BF1706FC99",
"grid_service_limit_mw": 22.29,
"gross_sqft": 424873,
"infill_site": false,
"lease_expiry_months": 66,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.479,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1938551... | [
{
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"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 2.19,
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} | {
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"lease_rate_change_pct": 0.89,
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"service_penalty_risk... | {
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{
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"reason": "power_relief,speed_over_permanence",
"score": 35.31
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.47
},
{
"action": "l... | {
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"labor_shortage": 0.827,
"portfolio_tightness": 0.367,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-103244",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:48:00Z",
"trace_id": "0f33db77-2986-43f9-aba2-7f6badc8bf09"
} | {
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"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-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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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_targ... | {
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"battery_mwh": 2.31,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F867E714DC",
"grid_service_limit_mw": 12.49,
"gross_sqft": 1042083,
"infill_site": false,
"lease_expiry_months": 15,... | {
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"network_redundancy_score": 0.77,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 170492... | [
{
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"dock_utilization_pct": 92.9,
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"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 3.01,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 6.73,
"rent_growth_90d_pct": 6.33,
"tenant_expansion_probability": 0.76
} | {
"annualized_noi_impact_usd": 645762,
"annualized_revenue_impact_usd": 1098941,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 399621,
"expansion_capture_probability_post_event": 0.725,
"lease_rate_change_pct": 4.66,
"occupancy_shift": 0.042,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.46
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.47
},
{
"action": "raise... | {
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"demand_pressure": 0.984,
"entitlement_friction": 0.333,
"labor_shortage": 0.88,
"portfolio_tightness": 0.633,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-103245",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "0ad8e94f-18b3-4aed-afef-635f69ef5b7e"
} | {
"airport_proximity_km": 42,
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"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 9.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-9398471549",
"grid_service_limit_mw": 21.17,
"gross_sqft": 873515,
"infill_site": false,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.304,
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"entitlement_friction": 0.455,
"nearby_nodes": 4,
"network_redundancy_score": 0.794,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 223668... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -19444,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.96
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.46
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.126,
"demand_pressure": 0.712,
"entitlement_friction": 0.455,
"labor_shortage": 0.593,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.735,
"id": "FORGE-103246",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:31:00Z",
"trace_id": "c867960c-72d6-45f0-9761-4a292e54b582"
} | {
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"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.103,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 9.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-AB449B0325",
"grid_service_limit_mw": 8.86,
"gross_sqft": 1049778,
"infill_site": true,
"lease_expiry_months": 24,
"occ... | {
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"entitlement_friction": 0.612,
"nearby_nodes": 2,
"network_redundancy_score": 0.399,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate... | {
"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": "moderate",
"forec... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 4.32,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.732
} | {
"annualized_noi_impact_usd": 391124,
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"expansion_capture_probability_post_event": 0.681,
"lease_rate_change_pct": 2.61,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 37.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.48
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.59,
"entitlement_friction": 0.612,
"labor_shortage": 0.566,
"portfolio_tightness": 0.685,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103247",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:58:00Z",
"trace_id": "e78024f0-acf4-4dae-8654-aa931c4c4af7"
} | {
"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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{
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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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-DAE1515B0F",
"grid_service_limit_mw": 22.83,
"gross_sqft": 440609,
"infill_site": false,
"lease_expiry_months": 69,
... | {
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"competitive_pressure_score": 0.672,
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"entitlement_friction": 0.537,
"nearby_nodes": 2,
"network_redundancy_score": 0.506,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.6,
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"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "high",
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"market_entry_score": 80.2,
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"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": 12432,
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"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.94
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.105,
"demand_pressure": 0.617,
"entitlement_friction": 0.537,
"labor_shortage": 0.766,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103248",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:21:00Z",
"trace_id": "3b4e3f18-9a89-44bd-ab74-234fd2103239"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 4.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-4B157DC502",
"grid_service_limit_mw": 8.7,
"gross_sqft": 1031733,
"infill_site": true,
"lease_expiry_months": 40,
"... | {
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"entitlement_friction": 0.794,
"nearby_nodes": 4,
"network_redundancy_score": 0.839,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1849... | [
{
"appointment_fill_pct": 92.5,
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"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 4.66,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.40... | {
"annualized_noi_impact_usd": 179821,
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"expansion_capture_probability_post_event": 0.328,
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"occupancy_shift": 0.03,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.3
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.15
},
{
"action": "deploy_pea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.2,
"demand_pressure": 0.707,
"entitlement_friction": 0.794,
"labor_shortage": 0.6,
"portfolio_tightness": 0.698,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-103249",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:27:00Z",
"trace_id": "937277e6-b106-407d-a957-8508c0f8f843"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.2,
"battery_mwh": 4.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-81302C5C5D",
"grid_service_limit_mw": 10.31,
"gross_sqft": 748139,
"infill_site": false,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.012,
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"nearby_nodes": 7,
"network_redundancy_score": 0.823,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 573... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.2,
"event_name": "CHARGING_WINDOW_COLLISION",
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"service_commitment_risk_pct": 24.8,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": -0.4,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -64623,
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"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -0.91,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.95
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.48
},
{
"action": "escalate_utility_interco... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103250",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "22139cc9-eca7-485b-8d74-64303494f998"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.432,
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"service_level_target": 0.95,... | {
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"grid_service_limit_mw": 12.55,
"gross_sqft": 1086578,
"infill_site": true,
"lease_expiry_months": 15,... | {
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"spec_pipeline_sqft": 7575... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_ra... | {
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"confidence_band": "high",
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} | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.49
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"labor_shortage": 0.803,
"portfolio_tightness": 0.484,
"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103251",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:35:00Z",
"trace_id": "57126c0d-0468-4db3-b397-63832deaaf1f"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.74,
"service_... | {
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"grid_service_limit_mw": 15.69,
"gross_sqft": 617514,
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"lease_expiry_months": 12,
... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 2.08,
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.41
},
{
"action": "rebalance_carr... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T13:55:00Z",
"trace_id": "3566cbbc-df32-44e8-94f4-b8c3b4739bae"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": ... | {
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"infill_site": true,
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"occu... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_... | {
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.69
},
{
"action": "rebalance_carrier_mix",
... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103253",
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"status": "decision_pending",
"timestamp": "2026-01-01T10:16:00Z",
"trace_id": "26f7f823-fe75-4023-9bce-fb7ee27ca615"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
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"service_level_targe... | {
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"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
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"confidence_band": "high",
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} | {
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"action": "shift_overflow_to_satellite",
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"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.75
},
{
"action": "secure_pop_up... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-103254",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:39:00Z",
"trace_id": "95474516-a91e-4043-a02a-d543c6b215b9"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.084,
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"infill_site": false,
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"occ... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 1.88,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 5.01,
"tenant_expansion_probability": 0.676
} | {
"annualized_noi_impact_usd": 272395,
"annualized_revenue_impact_usd": 357134,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 388951,
"expansion_capture_probability_post_event": 0.64,
"lease_rate_change_pct": 4.12,
"occupancy_shift": 0.038,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.9
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.82
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.221,
"demand_pressure": 0.731,
"entitlement_friction": 0.517,
"labor_shortage": 0.48,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-103255",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "f189296b-feea-4707-bd60-dd5c6b3eac0f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 4.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-862F448570",
"grid_service_limit_mw": 14.28,
"gross_sqft": 989378,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.747,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.322,
"nearby_nodes": 8,
"network_redundancy_score": 0.483,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -373510,
"annualized_revenue_impact_usd": -547380,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 682054,
"expansion_capture_probability_post_event": 0.043,
"lease_rate_change_pct": -0.42,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.46
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.747,
"demand_pressure": 0.383,
"entitlement_friction": 0.322,
"labor_shortage": 0.715,
"portfolio_tightness": 0.624,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-103256",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:28:00Z",
"trace_id": "19c5767b-7631-4a64-ad21-5d5714e57c5b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.308,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 7.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-C173FEFD8A",
"grid_service_limit_mw": 14.47,
"gross_sqft": 550794,
"infill_site": true,
"lease_expiry_months": 50,
"occup... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.477,
"nearby_nodes": 6,
"network_redundancy_score": 0.503,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 5.36,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 11269,
"annualized_revenue_impact_usd": 15259,
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"decision_horizon_days": 45,
"estimated_capex_usd": 609643,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 2.61,
"occupancy_shift": -0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.39
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.498,
"capital_availability": 0.513,
"demand_pressure": 0.545,
"entitlement_friction": 0.477,
"labor_shortage": 1,
"portfolio_tightness": 0.697,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103257",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:58:00Z",
"trace_id": "37a10c65-ee81-4d7f-9c0f-f2740a1ea7f9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.195,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.5,
"battery_mwh": 11.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-6E7E9BC818",
"grid_service_limit_mw": 8.74,
"gross_sqft": 691284,
"infill_site": false,
"lease_expiry_months": 30,
"... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.509,
"nearby_nodes": 5,
"network_redundancy_score": 0.376,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -148672,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -0.47,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.07
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.637,
"capital_availability": 0.649,
"demand_pressure": 0.639,
"entitlement_friction": 0.509,
"labor_shortage": 1,
"portfolio_tightness": 0.659,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-103258",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:56:00Z",
"trace_id": "5660ce45-3516-4d3e-b531-1fa8fbeae196"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.287,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.27,
"battery_mwh": 7.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-C55FC4141E",
"grid_service_limit_mw": 23.16,
"gross_sqft": 705013,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.54,
"nearby_nodes": 2,
"network_redundancy_score": 0.373,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 78,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -221225,
"annualized_revenue_impact_usd": -293077,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -3.06,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.12
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.638,
"demand_pressure": 0.233,
"entitlement_friction": 0.54,
"labor_shortage": 0.613,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103259",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:00:00Z",
"trace_id": "23df41ec-501e-4198-8f98-6fb47abe7e03"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.171,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.51,
"battery_mwh": 10.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-B46D262121",
"grid_service_limit_mw": 10.22,
"gross_sqft": 689514,
"infill_site": false,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.848,
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"entitlement_friction": 0.484,
"nearby_nodes": 5,
"network_redundancy_score": 0.338,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"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": "high",
"forecast_... | {
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"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 2.31,
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} | {
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"lease_rate_change_pct": 0.83,
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"service_penalty_risk_us... | {
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{
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"score": 32.26
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.06
},
{
"action": "secure_pop_up_capacity",
"... | {
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"entitlement_friction": 0.484,
"labor_shortage": 0.743,
"portfolio_tightness": 0.553,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-103260",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:36:00Z",
"trace_id": "dc497ff8-34b9-4834-bd4b-b851d538cdc7"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.371,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 3.86,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-6214F05FD5",
"grid_service_limit_mw": 9.65,
"gross_sqft": 655142,
"infill_site": false,
"lease_expiry_months": 38,
"... | {
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"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.623,
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"nearby_nodes": 3,
"network_redundancy_score": 0.334,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 642... | [
{
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"bus_id": "YARD_CTRL",
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"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_ra... | {
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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": "moderate",
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"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.74,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": 0.17,
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"service_penalty_ri... | {
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"reason": "power_relief,speed_over_permanence",
"score": 35.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.93
},
{
"action": "shift_overflow_to_satelli... | {
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"demand_pressure": 0.506,
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"labor_shortage": 0.795,
"portfolio_tightness": 0.643,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103261",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:50:00Z",
"trace_id": "8026256a-e9b4-43cf-be12-3c96e6754b84"
} | {
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"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": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-167B57FB75",
"grid_service_limit_mw": 19.48,
"gross_sqft": 225467,
"infill_site": false,
"lease_expiry_months": 24,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.627,
"portfolio_cluster": "chicago_joliet",
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... | [
{
"appointment_fill_pct": 91.3,
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"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.97,
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} | {
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"lease_rate_change_pct": 3.63,
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"service_penalty_risk_us... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.59
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.669,
"entitlement_friction": 0.397,
"labor_shortage": 0.559,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-103262",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:22:00Z",
"trace_id": "b8ea8246-ef58-4e79-bd77-f2e0327ada12"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.267,
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"service_l... | {
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"grid_service_limit_mw": 14.74,
"gross_sqft": 770410,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.771,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.471
} | {
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"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.12
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.544,
"entitlement_friction": 0.207,
"labor_shortage": 0.761,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.723,
"id": "FORGE-103263",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "517e2089-b713-4aca-8222-a3663eed2bb3"
} | {
"airport_proximity_km": 35,
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"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.135,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 7.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-C13EBC8C77",
"grid_service_limit_mw": 16.05,
"gross_sqft": 530156,
"infill_site": false,
"lease_expiry_months": 25,
... | {
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"cluster_utilization_pct": 0.905,
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"nearby_nodes": 3,
"network_redundancy_score": 0.666,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81,
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"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.254
} | {
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"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -1.24,
"occupancy_shift": 0.023,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.53
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 22.87
},
{
"action": "monitor_and_stage",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.529,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103264",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:22:00Z",
"trace_id": "39d024f5-10a5-4650-a99b-5c721e099271"
} | {
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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"
} | {
"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",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.485,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 12.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-188FC7D5A6",
"grid_service_limit_mw": 10.27,
"gross_sqft": 969938,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.79,
"nearby_nodes": 6,
"network_redundancy_score": 0.804,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1070... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.644,
"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": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
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"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": 89222,
"annualized_revenue_impact_usd": 137531,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 369499,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.84
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.448,
"demand_pressure": 0.504,
"entitlement_friction": 0.79,
"labor_shortage": 0.603,
"portfolio_tightness": 0.627,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-103265",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:06:00Z",
"trace_id": "a3492248-b3a1-47c5-bda5-991434dec22a"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.21,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.42,
"battery_mwh": 0.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-09860B61E7",
"grid_service_limit_mw": 7.74,
"gross_sqft": 837493,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.136,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.663,
"nearby_nodes": 3,
"network_redundancy_score": 0.492,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 194... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.4,
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"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 0.46,
"tenant_expansion_probability": 0.151
} | {
"annualized_noi_impact_usd": -395023,
"annualized_revenue_impact_usd": -549544,
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"decision_horizon_days": 90,
"estimated_capex_usd": 662503,
"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -3.38,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.84
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.04
},
{
"action": "activate_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.136,
"demand_pressure": 0.351,
"entitlement_friction": 0.663,
"labor_shortage": 0.921,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-103266",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:43:00Z",
"trace_id": "b5bc3146-22bd-4601-91ae-148533253510"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.239,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.455,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.3,
"battery_mwh": 3.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-C6498D7B90",
"grid_service_limit_mw": 19.19,
"gross_sqft": 1156805,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.35,
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"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.24,
"nearby_nodes": 2,
"network_redundancy_score": 0.421,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1860244,
... | [
{
"appointment_fill_pct": 79.4,
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"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": -149800,
"annualized_revenue_impact_usd": -242363,
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"decision_horizon_days": 30,
"estimated_capex_usd": 727277,
"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -1.38,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.25
},
{
"action": "lo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.35,
"demand_pressure": 0.5,
"entitlement_friction": 0.24,
"labor_shortage": 0.877,
"portfolio_tightness": 0.481,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103267",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:18:00Z",
"trace_id": "c50d0c5c-a1f1-419f-b41c-f61388326e53"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.292,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 5.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-14024B206A",
"grid_service_limit_mw": 19.55,
"gross_sqft": 459817,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.598,
"nearby_nodes": 8,
"network_redundancy_score": 0.666,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 80,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 1.55,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.05,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -62478,
"annualized_revenue_impact_usd": -97033,
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"decision_horizon_days": 60,
"estimated_capex_usd": 469973,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -2.73,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.77
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.45
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.943,
"capital_availability": 0.416,
"demand_pressure": 0.326,
"entitlement_friction": 0.598,
"labor_shortage": 0.847,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103268",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:13:00Z",
"trace_id": "4212a722-a76f-4b2d-a74d-31829dfc3d9f"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.81,
"battery_mwh": 2.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-576497F99E",
"grid_service_limit_mw": 19.77,
"gross_sqft": 878434,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
"capital_availability": 0.599,
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"cross_node_rebalancing_capacity_pct": 0.168,
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"nearby_nodes": 7,
"network_redundancy_score": 0.734,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
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"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -176032,
"annualized_revenue_impact_usd": -283793,
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"decision_horizon_days": 60,
"estimated_capex_usd": 796337,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -2.57,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.45
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.528,
"capital_availability": 0.599,
"demand_pressure": 0.421,
"entitlement_friction": 0.63,
"labor_shortage": 0.868,
"portfolio_tightness": 0.414,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103269",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:14:00Z",
"trace_id": "d35d6877-ee43-4d25-8384-b36cba0c6f33"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"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": 0.297,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.5,
"battery_mwh": 4.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-8A22351ADC",
"grid_service_limit_mw": 12.06,
"gross_sqft": 987180,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.673,
"nearby_nodes": 4,
"network_redundancy_score": 0.525,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 8039,
"annualized_revenue_impact_usd": 11211,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 561303,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.03
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.246,
"capital_availability": 0.324,
"demand_pressure": 0.727,
"entitlement_friction": 0.673,
"labor_shortage": 0.833,
"portfolio_tightness": 0.305,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103270",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:14:00Z",
"trace_id": "db1f2436-00b2-43d2-88db-9b7ae981cd05"
} | {
"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": 7.9,
"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": 0.446,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.77,
"battery_mwh": 7.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-4D94C2FA41",
"grid_service_limit_mw": 15.45,
"gross_sqft": 1163616,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.298,
"nearby_nodes": 7,
"network_redundancy_score": 0.838,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 965206... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 87.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.678
} | {
"annualized_noi_impact_usd": 258093,
"annualized_revenue_impact_usd": 367459,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 245785,
"expansion_capture_probability_post_event": 0.622,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.82
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0.321,
"demand_pressure": 0.768,
"entitlement_friction": 0.298,
"labor_shortage": 0.558,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-103271",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "68be567f-5d73-4be8-81ff-2f2140c792dd"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.19,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 11.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-4A89FE576F",
"grid_service_limit_mw": 15.51,
"gross_sqft": 719022,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.091,
"nearby_nodes": 5,
"network_redundancy_score": 0.487,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21391... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.448
} | {
"annualized_noi_impact_usd": -8464,
"annualized_revenue_impact_usd": -12337,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 591952,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.75
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.794,
"capital_availability": 0,
"demand_pressure": 0.673,
"entitlement_friction": 0.091,
"labor_shortage": 0.8,
"portfolio_tightness": 0.397,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103272",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:20:00Z",
"trace_id": "5b20a61b-09ad-4746-806e-f164a78a039c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.216,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.77,
"battery_mwh": 0.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-8B034FE02D",
"grid_service_limit_mw": 19.36,
"gross_sqft": 454252,
"infill_site": false,
"lease_expiry_months": 20,
"occ... | {
"capital_availability": 0.061,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.277,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.243,
"nearby_nodes": 3,
"network_redundancy_score": 0.423,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 601726... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 0.05,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -9266,
"annualized_revenue_impact_usd": -15456,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 538988,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -1.18,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.79
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.061,
"demand_pressure": 0.577,
"entitlement_friction": 0.243,
"labor_shortage": 0.717,
"portfolio_tightness": 0.353,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-103273",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "80c9e7e4-04f4-42a4-900c-99d8f7a70bcd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"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": 0.45,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.49,
"service_level_target": 0.... | {
"automation_penetration": 0.46,
"battery_mwh": 9.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-769C6677E9",
"grid_service_limit_mw": 18.08,
"gross_sqft": 832817,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.688,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.528,
"nearby_nodes": 4,
"network_redundancy_score": 0.455,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 57962,
"annualized_revenue_impact_usd": 96095,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 631285,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 2.32,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.31
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.688,
"demand_pressure": 0.661,
"entitlement_friction": 0.528,
"labor_shortage": 0.7,
"portfolio_tightness": 0.422,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103274",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "05e7727f-da83-4102-a76a-49635ffc5b89"
} | {
"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": 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": 0.163,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 10.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-6F65D784B0",
"grid_service_limit_mw": 16.73,
"gross_sqft": 1384936,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.394,
"nearby_nodes": 7,
"network_redundancy_score": 0.859,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.303... | {
"annualized_noi_impact_usd": -222470,
"annualized_revenue_impact_usd": -297149,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 572716,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.15
},
{
"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": 0.564,
"demand_pressure": 0.437,
"entitlement_friction": 0.394,
"labor_shortage": 0.599,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103275",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "b51ea2b1-f6ac-4cbe-9a34-6a06cf0f5e7c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.111,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.72,
"battery_mwh": 5.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-9073C60788",
"grid_service_limit_mw": 12.18,
"gross_sqft": 824039,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.624,
"nearby_nodes": 6,
"network_redundancy_score": 0.75,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -39203,
"annualized_revenue_impact_usd": -66020,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 459103,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -0.14,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.55
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.473,
"demand_pressure": 0.457,
"entitlement_friction": 0.624,
"labor_shortage": 0.735,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-103276",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:16:00Z",
"trace_id": "64e28b49-8e46-440f-a090-62554850cf3e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.328,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.62,
"battery_mwh": 2.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-6CCB8FD991",
"grid_service_limit_mw": 21.52,
"gross_sqft": 865358,
"infill_site": true,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.323,
"nearby_nodes": 8,
"network_redundancy_score": 0.71,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.9,
"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": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 110084,
"annualized_revenue_impact_usd": 146586,
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"decision_horizon_days": 90,
"estimated_capex_usd": 673268,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.28
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.682,
"demand_pressure": 0.554,
"entitlement_friction": 0.323,
"labor_shortage": 0.778,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-103277",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "ddacd514-60a9-46ca-b3f5-6c512ad3eb61"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"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": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 8.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-B22D6063AF",
"grid_service_limit_mw": 12.45,
"gross_sqft": 1061787,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0.128,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.315,
"nearby_nodes": 7,
"network_redundancy_score": 0.4,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 60.1,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"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": 2.76,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 4.67,
"rent_growth_90d_pct": 5.48,
"tenant_expansion_probability": 0.7
} | {
"annualized_noi_impact_usd": 443190,
"annualized_revenue_impact_usd": 649832,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 586684,
"expansion_capture_probability_post_event": 0.608,
"lease_rate_change_pct": 4,
"occupancy_shift": 0.022,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.8
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.42
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.242,
"capital_availability": 0.128,
"demand_pressure": 0.9,
"entitlement_friction": 0.315,
"labor_shortage": 1,
"portfolio_tightness": 0.61,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-103278",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:18:00Z",
"trace_id": "5c084973-f816-459d-a41f-8cef8378299e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.23,
"battery_mwh": 3.65,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-CC21A08BCE",
"grid_service_limit_mw": 14.28,
"gross_sqft": 446318,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.496,
"nearby_nodes": 6,
"network_redundancy_score": 0.545,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": 23204,
"annualized_revenue_impact_usd": 38541,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.86
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.78,
"capital_availability": 0.355,
"demand_pressure": 0.692,
"entitlement_friction": 0.496,
"labor_shortage": 0.746,
"portfolio_tightness": 0.387,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-103279",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "c05991aa-28fa-43b0-bf37-86c57b172726"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.043,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.253,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.75,
"battery_mwh": 8.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-4698885CF0",
"grid_service_limit_mw": 22.86,
"gross_sqft": 630963,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.407,
"nearby_nodes": 2,
"network_redundancy_score": 0.455,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 479412,... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -44781,
"annualized_revenue_impact_usd": -73635,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 295615,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.45
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.355,
"capital_availability": 0.711,
"demand_pressure": 0.557,
"entitlement_friction": 0.407,
"labor_shortage": 0.682,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103280",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "b2e1ce27-0e5b-4a36-9eb7-43a9fa593037"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.401,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 8.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-C7D57BC5D4",
"grid_service_limit_mw": 11.26,
"gross_sqft": 695353,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.049,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.814,
"nearby_nodes": 4,
"network_redundancy_score": 0.529,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 86.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 79264,
"annualized_revenue_impact_usd": 120823,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 684116,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 0.54,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.31
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.049,
"demand_pressure": 0.658,
"entitlement_friction": 0.814,
"labor_shortage": 0.908,
"portfolio_tightness": 0.643,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103281",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "ab0e21b0-9c41-4de0-831a-949b7985e226"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.154,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.249,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 3.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 152,
"facility_id": "FAC-5F40FEFEA8",
"grid_service_limit_mw": 16.34,
"gross_sqft": 1521574,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.413,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.425,
"nearby_nodes": 2,
"network_redundancy_score": 0.691,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 160141... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": -1.14,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -229808,
"annualized_revenue_impact_usd": -384979,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 619971,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -3.37,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.13
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.4
},
{
"action": "sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.215,
"demand_pressure": 0.404,
"entitlement_friction": 0.425,
"labor_shortage": 0.758,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103282",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:19:00Z",
"trace_id": "8860035f-317a-4ee0-852a-7b0907fed159"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.359,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.42,
"battery_mwh": 2.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-331223515C",
"grid_service_limit_mw": 10.57,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.1,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.655,
"nearby_nodes": 8,
"network_redundancy_score": 0.444,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1315... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.5,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 5.32,
"tenant_expansion_probability": 0.614
} | {
"annualized_noi_impact_usd": 66759,
"annualized_revenue_impact_usd": 85765,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 382438,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 3.68,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.28
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.1,
"demand_pressure": 0.82,
"entitlement_friction": 0.655,
"labor_shortage": 0.753,
"portfolio_tightness": 0.626,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-103283",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "e1d61269-354d-4c56-92c3-6c704886a01d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": 0.389,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.335,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 1.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-EFAD822E0D",
"grid_service_limit_mw": 15.56,
"gross_sqft": 522770,
"infill_site": false,
"lease_expiry_months": 61,
"... | {
"capital_availability": 0.417,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.384,
"nearby_nodes": 4,
"network_redundancy_score": 0.602,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 91... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 13624,
"annualized_revenue_impact_usd": 22232,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 525137,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.65
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.417,
"demand_pressure": 0.6,
"entitlement_friction": 0.384,
"labor_shortage": 0.639,
"portfolio_tightness": 0.409,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-103284",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "c2e1e198-44bd-4e93-a761-60fc947bccc4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.24,
"battery_mwh": 4.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-7418726C6E",
"grid_service_limit_mw": 14.5,
"gross_sqft": 1184331,
"infill_site": true,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.599,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.756,
"nearby_nodes": 6,
"network_redundancy_score": 0.432,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 95.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
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"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 4.67,
"tenant_expansion_probability": 0.464
} | {
"annualized_noi_impact_usd": 120455,
"annualized_revenue_impact_usd": 167149,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 597961,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.95
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.587,
"capital_availability": 0,
"demand_pressure": 0.725,
"entitlement_friction": 0.756,
"labor_shortage": 0.914,
"portfolio_tightness": 0.693,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-103285",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:49:00Z",
"trace_id": "7e5a7ccd-0382-4119-b6eb-964deb193a3e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.346,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 2.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-2D3E3A52CD",
"grid_service_limit_mw": 20.17,
"gross_sqft": 1178247,
"infill_site": true,
"lease_expiry_months": 65,
"oc... | {
"capital_availability": 0.042,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.133,
"nearby_nodes": 8,
"network_redundancy_score": 0.598,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 168084... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 87713,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 479212,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.83
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.814,
"capital_availability": 0.042,
"demand_pressure": 0.692,
"entitlement_friction": 0.133,
"labor_shortage": 0.771,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-103286",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "fdaad348-dccd-4bd5-a8ea-36e5711f30b9"
} | {
"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"
} | {
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.255,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.215,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.79,
"battery_mwh": 0.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-C679E80E03",
"grid_service_limit_mw": 22.65,
"gross_sqft": 287711,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.77,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.589,
"nearby_nodes": 3,
"network_redundancy_score": 0.436,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.2,
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"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.19,
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"tenant_expansion_probability": 0.483
} | {
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"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 38.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.84
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.661,
"entitlement_friction": 0.589,
"labor_shortage": 0.687,
"portfolio_tightness": 0.524,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103287",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:55:00Z",
"trace_id": "510d0dd8-1c45-4cf6-b541-ad13aab963d6"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.088,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.73,
"battery_mwh": 10.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-1B104E3AC1",
"grid_service_limit_mw": 14.95,
"gross_sqft": 336579,
"infill_site": false,
"lease_expiry_months": 62,
"oc... | {
"capital_availability": 0.202,
"cluster_utilization_pct": 0.843,
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"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.458,
"nearby_nodes": 8,
"network_redundancy_score": 0.648,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 40788,
"annualized_revenue_impact_usd": 63349,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.556,
"lease_rate_change_pct": 3.7,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.84
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.202,
"demand_pressure": 0.642,
"entitlement_friction": 0.458,
"labor_shortage": 0.825,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-103288",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "fa5ab0fd-58db-4c61-9b20-b809dae8794b"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.121,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.157,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.39,
"battery_mwh": 2.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-F3639FE479",
"grid_service_limit_mw": 6.68,
"gross_sqft": 1109332,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.709,
"nearby_nodes": 4,
"network_redundancy_score": 0.725,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.274
... | {
"annualized_noi_impact_usd": -270415,
"annualized_revenue_impact_usd": -422987,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -2.69,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.55
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.094,
"demand_pressure": 0.391,
"entitlement_friction": 0.709,
"labor_shortage": 0.981,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103289",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:00:00Z",
"trace_id": "2101e56a-be5a-49c2-b9cb-241ce287b9ea"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.046,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.252,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.48,
"battery_mwh": 0.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-C41FEC13A0",
"grid_service_limit_mw": 19.45,
"gross_sqft": 662151,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.599,
"nearby_nodes": 5,
"network_redundancy_score": 0.497,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 865570,
... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": -1.05,
"rent_growth_90d_pct": -0.91,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -206518,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 45,
"estimated_capex_usd": 591758,
"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -3.92,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.83
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.36
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.704,
"capital_availability": 0.414,
"demand_pressure": 0.362,
"entitlement_friction": 0.599,
"labor_shortage": 0.747,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103290",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "63c3bd61-6e9d-42e9-908f-4a4f671194df"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.5,
"battery_mwh": 4.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-DA181210C9",
"grid_service_limit_mw": 10.69,
"gross_sqft": 649899,
"infill_site": false,
"lease_expiry_months": 28,
"... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.691,
"nearby_nodes": 4,
"network_redundancy_score": 0.826,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": -0.94,
"rent_growth_90d_pct": -2.17,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -129687,
"annualized_revenue_impact_usd": -210091,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 703791,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -4.03,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.67
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.44
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.488,
"demand_pressure": 0.402,
"entitlement_friction": 0.691,
"labor_shortage": 0.579,
"portfolio_tightness": 0.319,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103291",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:52:00Z",
"trace_id": "6b8da02d-89aa-40e6-b032-14d4e3be3791"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.264,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.107,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.7,
"battery_mwh": 5.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-A6AC889688",
"grid_service_limit_mw": 8.49,
"gross_sqft": 1445343,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.081,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.442,
"nearby_nodes": 4,
"network_redundancy_score": 0.533,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 171836,
"annualized_revenue_impact_usd": 251996,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 541984,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.15
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.081,
"demand_pressure": 0.478,
"entitlement_friction": 0.442,
"labor_shortage": 0.755,
"portfolio_tightness": 0.615,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103292",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:49:00Z",
"trace_id": "4bfc5c3e-1918-4e6f-913b-40abcb6c6fa5"
} | {
"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": 8.1,
"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": 0.113,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.69,
"battery_mwh": 6.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-9505B51D6B",
"grid_service_limit_mw": 17.18,
"gross_sqft": 1075102,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.67,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.561,
"nearby_nodes": 7,
"network_redundancy_score": 0.336,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 470309,... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 0.71,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": -207338,
"annualized_revenue_impact_usd": -294153,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 528925,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -1.89,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.3
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.602,
"capital_availability": 0.67,
"demand_pressure": 0.479,
"entitlement_friction": 0.561,
"labor_shortage": 0.865,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103293",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "232bc478-903a-4053-a984-ce91487c7587"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.341,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.4,
"battery_mwh": 0.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-F84D92497B",
"grid_service_limit_mw": 16.64,
"gross_sqft": 347134,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.487,
"nearby_nodes": 5,
"network_redundancy_score": 0.608,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 19981,
"annualized_revenue_impact_usd": 27102,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 587638,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.66
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.497,
"demand_pressure": 0.606,
"entitlement_friction": 0.487,
"labor_shortage": 1,
"portfolio_tightness": 0.511,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103294",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:48:00Z",
"trace_id": "7d05ec5c-cf68-4ff2-b653-0f22fd4dbefd"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.116,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.76,
"battery_mwh": 0.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-697B9470A3",
"grid_service_limit_mw": 15.53,
"gross_sqft": 522760,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.439,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.252,
"nearby_nodes": 6,
"network_redundancy_score": 0.7,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 187... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 79.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 1.87,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -85179,
"annualized_revenue_impact_usd": -125402,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 451623,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": 0.08,
"occupancy_shift": -0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.14
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.439,
"demand_pressure": 0.342,
"entitlement_friction": 0.252,
"labor_shortage": 0.53,
"portfolio_tightness": 0.408,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-103295",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:10:00Z",
"trace_id": "465feb9b-d38a-42f5-815f-af7818b43e68"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.024,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 1.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-F6A6BC7711",
"grid_service_limit_mw": 10.47,
"gross_sqft": 1147065,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.358,
"nearby_nodes": 4,
"network_redundancy_score": 0.473,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 74,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -244241,
"annualized_revenue_impact_usd": -389695,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 616623,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -1.86,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.24
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.06
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.382,
"demand_pressure": 0.324,
"entitlement_friction": 0.358,
"labor_shortage": 0.88,
"portfolio_tightness": 0.622,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-103296",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:48:00Z",
"trace_id": "b3cbc350-94a6-4fc0-890a-eab836b7939b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.239,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.56,
"battery_mwh": 6.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-BB4EB0E7A9",
"grid_service_limit_mw": 15.89,
"gross_sqft": 913096,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.725,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.302,
"nearby_nodes": 3,
"network_redundancy_score": 0.486,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -82507,
"annualized_revenue_impact_usd": -111417,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 548989,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.53
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.85
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.725,
"demand_pressure": 0.71,
"entitlement_friction": 0.302,
"labor_shortage": 0.546,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-103297",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:54:00Z",
"trace_id": "2dd20a60-b1fe-4058-ba0c-2e53772e44a9"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.246,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.36,
"battery_mwh": 8.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-384473112A",
"grid_service_limit_mw": 14.48,
"gross_sqft": 966448,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.141,
"nearby_nodes": 6,
"network_redundancy_score": 0.497,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2077501,
... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.368
} | {
"annualized_noi_impact_usd": -6287,
"annualized_revenue_impact_usd": -8689,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 385360,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.46
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0,
"demand_pressure": 0.656,
"entitlement_friction": 0.141,
"labor_shortage": 0.592,
"portfolio_tightness": 0.361,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-103298",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:22:00Z",
"trace_id": "39f1577f-a3db-486c-b07d-453980edc953"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.14,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.353,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.37,
"battery_mwh": 10.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-5B12041994",
"grid_service_limit_mw": 23.85,
"gross_sqft": 623071,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.276,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.104,
"nearby_nodes": 8,
"network_redundancy_score": 0.738,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2185328... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": -0.06,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -173711,
"annualized_revenue_impact_usd": -247413,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": -2.48,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.7
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.32
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.276,
"demand_pressure": 0.416,
"entitlement_friction": 0.104,
"labor_shortage": 0.874,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-103299",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "23e164db-3d3d-4c9d-be79-df3fa3d2c37a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"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": 0.118,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.092,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.58,
"battery_mwh": 6.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-6C8A76673B",
"grid_service_limit_mw": 24.13,
"gross_sqft": 1290603,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.577,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.427,
"nearby_nodes": 3,
"network_redundancy_score": 0.544,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1410067... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"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": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.291
... | {
"annualized_noi_impact_usd": -51592,
"annualized_revenue_impact_usd": -67794,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 469053,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.73
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.27
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.855,
"capital_availability": 0.577,
"demand_pressure": 0.445,
"entitlement_friction": 0.427,
"labor_shortage": 0.663,
"portfolio_tightness": 0.432,
... |
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