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": 0.829,
"id": "FORGE-107200",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:45:00Z",
"trace_id": "c4aa39dd-fa08-4dc6-b605-30b26654ce72"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.376,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.6,
"battery_mwh": 6.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-BEA0B99230",
"grid_service_limit_mw": 20.07,
"gross_sqft": 1205994,
"infill_site": true,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0.936,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.712,
"nearby_nodes": 5,
"network_redundancy_score": 0.672,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 88.3,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 78.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.58,
"rent_growth_90d_pct": 6.52,
"tenant_expansion_probability": 0.672
} | {
"annualized_noi_impact_usd": 268872,
"annualized_revenue_impact_usd": 373567,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 539642,
"expansion_capture_probability_post_event": 0.608,
"lease_rate_change_pct": 4.43,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.79
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.41
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.105,
"capital_availability": 0.936,
"demand_pressure": 0.773,
"entitlement_friction": 0.712,
"labor_shortage": 0.481,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-107201",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "bd0b5380-f427-46a5-a1e9-352f28e03926"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"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": 0.191,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.51,
"battery_mwh": 5.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-0B671F536D",
"grid_service_limit_mw": 15.88,
"gross_sqft": 220896,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.66,
"nearby_nodes": 6,
"network_redundancy_score": 0.832,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.864,
"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": 75.9,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -40503,
"annualized_revenue_impact_usd": -64267,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 685191,
"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": 0.95,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.94
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.635,
"capital_availability": 0.432,
"demand_pressure": 0.702,
"entitlement_friction": 0.66,
"labor_shortage": 0.829,
"portfolio_tightness": 0.676,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-107202",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:27:00Z",
"trace_id": "a7536ee0-ddf5-4e81-ac79-54b05f8f5c6a"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 10.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-F45E3C9B97",
"grid_service_limit_mw": 18.04,
"gross_sqft": 775081,
"infill_site": true,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.708,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.276,
"nearby_nodes": 5,
"network_redundancy_score": 0.709,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": 41344,
"annualized_revenue_impact_usd": 69592,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 534732,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.64
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.708,
"demand_pressure": 0.761,
"entitlement_friction": 0.276,
"labor_shortage": 0.793,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-107203",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:22:00Z",
"trace_id": "d60bcd57-429c-458f-9c67-399cc1aa9f32"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.24,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.34,
"battery_mwh": 12.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-8838F059F1",
"grid_service_limit_mw": 11.98,
"gross_sqft": 1085238,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.709,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.342,
"nearby_nodes": 2,
"network_redundancy_score": 0.654,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 93... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -146005,
"annualized_revenue_impact_usd": -197294,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 561825,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -1.18,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.452,
"capital_availability": 0.709,
"demand_pressure": 0.601,
"entitlement_friction": 0.342,
"labor_shortage": 0.787,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-107204",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:11:00Z",
"trace_id": "d79c1c38-14c6-4820-ba4a-5d52eb03542d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.255,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.49,
"battery_mwh": 0.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-001347470D",
"grid_service_limit_mw": 14.46,
"gross_sqft": 998206,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.135,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.513,
"nearby_nodes": 5,
"network_redundancy_score": 0.589,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 94.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 22397,
"annualized_revenue_impact_usd": 32638,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 361027,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.18
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.787,
"capital_availability": 0.135,
"demand_pressure": 0.944,
"entitlement_friction": 0.513,
"labor_shortage": 0.695,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107205",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:45:00Z",
"trace_id": "febdf6b7-4ac1-4e07-a083-cc376a1e24eb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.398,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.358,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.36,
"battery_mwh": 0.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-803F6F1BCB",
"grid_service_limit_mw": 15.8,
"gross_sqft": 908320,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.398,
"nearby_nodes": 8,
"network_redundancy_score": 0.769,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 5981,
"annualized_revenue_impact_usd": 9979,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 644581,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 2.76,
"occupancy_shift": -0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.226,
"demand_pressure": 0.51,
"entitlement_friction": 0.398,
"labor_shortage": 0.736,
"portfolio_tightness": 0.579,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107206",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T04:43:00Z",
"trace_id": "aca39d79-0639-4361-bfa8-12fc6ebb843e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.281,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.249,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.33,
"battery_mwh": 7.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-0C9DB51CB3",
"grid_service_limit_mw": 8.84,
"gross_sqft": 387320,
"infill_site": true,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.549,
"nearby_nodes": 6,
"network_redundancy_score": 0.343,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 77750,
"annualized_revenue_impact_usd": 102403,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 497298,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.776,
"capital_availability": 0.504,
"demand_pressure": 0.666,
"entitlement_friction": 0.549,
"labor_shortage": 0.727,
"portfolio_tightness": 0.701,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107207",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "c895fb81-39a2-408c-a3b9-0a789a2cdb58"
} | {
"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,
"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": 0.299,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.18,
"battery_mwh": 5.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-EFCD967781",
"grid_service_limit_mw": 14.98,
"gross_sqft": 884367,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.573,
"nearby_nodes": 6,
"network_redundancy_score": 0.388,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.565
} | {
"annualized_noi_impact_usd": 70320,
"annualized_revenue_impact_usd": 98283,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 535511,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 2.33,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.35
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.359,
"capital_availability": 0.573,
"demand_pressure": 0.515,
"entitlement_friction": 0.573,
"labor_shortage": 0.689,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107208",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:22:00Z",
"trace_id": "97d5baeb-a6a1-4025-a476-01c77708b9e1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.446,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.49,
"battery_mwh": 10.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-43FA90BC96",
"grid_service_limit_mw": 18.19,
"gross_sqft": 1183732,
"infill_site": false,
"lease_expiry_months": 32,... | {
"capital_availability": 0.065,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.592,
"nearby_nodes": 8,
"network_redundancy_score": 0.597,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 95.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 92,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"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": 1.47,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 183579,
"annualized_revenue_impact_usd": 315352,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 566785,
"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.03
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.818,
"capital_availability": 0.065,
"demand_pressure": 0.99,
"entitlement_friction": 0.592,
"labor_shortage": 0.63,
"portfolio_tightness": 0.435,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107209",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:19:00Z",
"trace_id": "4fe4a260-915a-4d0a-a7bf-7a19e8a0cd60"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.28,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 0.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-E18EE73438",
"grid_service_limit_mw": 26.72,
"gross_sqft": 852816,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.21,
"nearby_nodes": 8,
"network_redundancy_score": 0.728,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.4,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 163286,
"annualized_revenue_impact_usd": 251357,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 332948,
"expansion_capture_probability_post_event": 0.603,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.026,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.03
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.75
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.396,
"demand_pressure": 0.612,
"entitlement_friction": 0.21,
"labor_shortage": 0.531,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107210",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T03:37:00Z",
"trace_id": "406b2a0c-8602-41a9-8ff1-2a0154d3d24c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.019,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.26,
"battery_mwh": 11.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-A44F958D7F",
"grid_service_limit_mw": 25.81,
"gross_sqft": 1047567,
"infill_site": false,
"lease_expiry_months": 26... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.596,
"nearby_nodes": 8,
"network_redundancy_score": 0.62,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -121282,
"annualized_revenue_impact_usd": -197835,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 497794,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -2.13,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.33
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.35
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.14,
"demand_pressure": 0.589,
"entitlement_friction": 0.596,
"labor_shortage": 0.714,
"portfolio_tightness": 0.531,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107211",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:10:00Z",
"trace_id": "9e2de5fc-2c6e-4b44-a404-02a0088c24dd"
} | {
"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": true,
"growth_rate": 0.404,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.115,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.82,
"battery_mwh": 10.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-49D627DBF8",
"grid_service_limit_mw": 11.01,
"gross_sqft": 718382,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.397,
"nearby_nodes": 5,
"network_redundancy_score": 0.482,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 121... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.703,
"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": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 5.25,
"rent_growth_90d_pct": 6.29,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 593589,
"annualized_revenue_impact_usd": 918011,
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"decision_horizon_days": 45,
"estimated_capex_usd": 554426,
"expansion_capture_probability_post_event": 0.762,
"lease_rate_change_pct": 5.12,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.44
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.615,
"demand_pressure": 0.698,
"entitlement_friction": 0.397,
"labor_shortage": 0.765,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107212",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:02:00Z",
"trace_id": "979f0049-e4ec-4a6e-a603-3894963a2f4e"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.375,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.61,
"battery_mwh": 9.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-603CC2DB7F",
"grid_service_limit_mw": 13.87,
"gross_sqft": 1031940,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.54,
"nearby_nodes": 2,
"network_redundancy_score": 0.495,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1404163,
"t... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 77.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": -1.13,
"rent_growth_90d_pct": -0.12,
"tenant_expansion_probability": 0.063
... | {
"annualized_noi_impact_usd": -310983,
"annualized_revenue_impact_usd": -492246,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 60,
"estimated_capex_usd": 625239,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.57,
"occupancy_shift": -0.024,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.87
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.9,
"capital_availability": 0,
"demand_pressure": 0.204,
"entitlement_friction": 0.54,
"labor_shortage": 0.565,
"portfolio_tightness": 0.47,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-107213",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:21:00Z",
"trace_id": "1a1fa7df-1ae0-459e-b283-40b998598d34"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.425,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.62,
"battery_mwh": 6.28,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-BE38B6CEC5",
"grid_service_limit_mw": 13.63,
"gross_sqft": 342891,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.857,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 73.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.81,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 4.22,
"rent_growth_90d_pct": 5.15,
"tenant_expansion_probability": 0.747
} | {
"annualized_noi_impact_usd": 180679,
"annualized_revenue_impact_usd": 241678,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 711240,
"expansion_capture_probability_post_event": 0.658,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 54.39
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 45.83
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.542,
"demand_pressure": 0.667,
"entitlement_friction": 0.857,
"labor_shortage": 0.88,
"portfolio_tightness": 0.592,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107214",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:48:00Z",
"trace_id": "1ee1fb4f-6a0f-4613-9ea6-135823685117"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.142,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.251,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.2,
"battery_mwh": 9.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-345D51BFC0",
"grid_service_limit_mw": 7.76,
"gross_sqft": 541693,
"infill_site": false,
"lease_expiry_months": 61,
"occup... | {
"capital_availability": 0.124,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.501,
"nearby_nodes": 3,
"network_redundancy_score": 0.66,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 588... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -100176,
"annualized_revenue_impact_usd": -150500,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 584733,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.74
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.7
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.124,
"demand_pressure": 0.334,
"entitlement_friction": 0.501,
"labor_shortage": 1,
"portfolio_tightness": 0.691,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-107215",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T04:35:00Z",
"trace_id": "b4379edf-e14e-4107-bdb1-038e17afad15"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.332,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.307,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.63,
"battery_mwh": 7.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 152,
"facility_id": "FAC-812F558AAB",
"grid_service_limit_mw": 9.51,
"gross_sqft": 1523545,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.02,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.61,
"nearby_nodes": 5,
"network_redundancy_score": 0.615,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3444... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 288419,
"annualized_revenue_impact_usd": 407633,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 483548,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.68
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.02,
"demand_pressure": 0.729,
"entitlement_friction": 0.61,
"labor_shortage": 0.802,
"portfolio_tightness": 0.595,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107216",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "c4360082-1967-4803-a2dd-290db5bf337d"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.279,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.358,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 6.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-387FDAC808",
"grid_service_limit_mw": 11.32,
"gross_sqft": 1016728,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.145,
"nearby_nodes": 3,
"network_redundancy_score": 0.852,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -3926,
"annualized_revenue_impact_usd": -5439,
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"decision_horizon_days": 90,
"estimated_capex_usd": 458334,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": -0.25,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.24
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.52,
"demand_pressure": 0.616,
"entitlement_friction": 0.145,
"labor_shortage": 0.743,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107217",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:26:00Z",
"trace_id": "de26bd82-27ab-48e0-98d3-aeea0b5d587a"
} | {
"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",
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"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": false,
"growth_rate": 0.289,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.4,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.76,
"battery_mwh": 12.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-CD96D04210",
"grid_service_limit_mw": 17.73,
"gross_sqft": 1272838,
"infill_site": false,
"lease_expiry_months": 52... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.133,
"nearby_nodes": 5,
"network_redundancy_score": 0.639,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 1.9,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 182884,
"annualized_revenue_impact_usd": 251582,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 466826,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.572,
"demand_pressure": 0.501,
"entitlement_friction": 0.133,
"labor_shortage": 0.667,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107218",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "2fc609da-bede-4de1-be56-bec9b96d6e28"
} | {
"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": 7.9,
"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": 0.274,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.085,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 6.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-169901263C",
"grid_service_limit_mw": 13.39,
"gross_sqft": 1282530,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.414,
"nearby_nodes": 3,
"network_redundancy_score": 0.4,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 196491,
... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.511... | {
"annualized_noi_impact_usd": 121281,
"annualized_revenue_impact_usd": 194627,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 677033,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.9
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.39
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.296,
"capital_availability": 0.271,
"demand_pressure": 0.561,
"entitlement_friction": 0.414,
"labor_shortage": 0.633,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107219",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "79b86be4-2254-4774-bc13-e43ae0f49989"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.173,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.449,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.26,
"battery_mwh": 7.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-41040297D7",
"grid_service_limit_mw": 20.5,
"gross_sqft": 845505,
"infill_site": false,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.7,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.339,
"nearby_nodes": 4,
"network_redundancy_score": 0.814,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -91145,
"annualized_revenue_impact_usd": -120748,
"cap_rate_pressure_pct": -0.14,
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"estimated_capex_usd": 590848,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.58
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.7,
"demand_pressure": 0.434,
"entitlement_friction": 0.339,
"labor_shortage": 0.789,
"portfolio_tightness": 0.522,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-107220",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T04:29:00Z",
"trace_id": "bb97d333-0c14-402b-9546-eb5db8497058"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.053,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.74,
"battery_mwh": 8.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-C3FB9E25EA",
"grid_service_limit_mw": 11.11,
"gross_sqft": 1231512,
"infill_site": true,
"lease_expiry_months": 13,
"oc... | {
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"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.818,
"nearby_nodes": 3,
"network_redundancy_score": 0.626,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.4,
"shift_fil... | {
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"anomaly_score": 0.777,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.2,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.233
} | {
"annualized_noi_impact_usd": -407959,
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"decision_horizon_days": 60,
"estimated_capex_usd": 684641,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -2.1,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.47
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.57
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.359,
"entitlement_friction": 0.818,
"labor_shortage": 0.777,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107221",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:43:00Z",
"trace_id": "8d7f4ccd-de47-4a73-9411-ce6fdfaa6999"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": "high",
"risk_of_churn": 0.156,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.77,
"battery_mwh": 4.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-FE410EAEEF",
"grid_service_limit_mw": 15.6,
"gross_sqft": 551688,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
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"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.371,
"nearby_nodes": 5,
"network_redundancy_score": 0.611,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": -0.71,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -25592,
"annualized_revenue_impact_usd": -39089,
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"estimated_capex_usd": 513629,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -2.45,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.74
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.526,
"demand_pressure": 0.477,
"entitlement_friction": 0.371,
"labor_shortage": 0.901,
"portfolio_tightness": 0.346,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-107222",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:41:00Z",
"trace_id": "8c4295c5-93e2-4762-9f40-327eb301aabc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"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": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.4,
"battery_mwh": 9.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-182D5C390A",
"grid_service_limit_mw": 26.62,
"gross_sqft": 543434,
"infill_site": false,
"lease_expiry_months": 55,
"occup... | {
"capital_availability": 0.17,
"cluster_utilization_pct": 0.981,
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"entitlement_friction": 0.219,
"nearby_nodes": 4,
"network_redundancy_score": 0.877,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
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"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.297
} | {
"annualized_noi_impact_usd": -46970,
"annualized_revenue_impact_usd": -78344,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -1.64,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.46
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.17,
"demand_pressure": 0.353,
"entitlement_friction": 0.219,
"labor_shortage": 0.945,
"portfolio_tightness": 0.518,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-107223",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:38:00Z",
"trace_id": "74277a46-d75c-429d-b392-6e06394587e9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.221,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 2.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-77770C6685",
"grid_service_limit_mw": 10.93,
"gross_sqft": 582082,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.372,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 1.44,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.979,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": -1.38,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -113692,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -3.19,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.09
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.587,
"entitlement_friction": 0.372,
"labor_shortage": 0.848,
"portfolio_tightness": 0.312,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107224",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:35:00Z",
"trace_id": "2f4881d6-d805-41bc-b997-280831346027"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.145,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.52,
"battery_mwh": 1.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-12D2BC6D66",
"grid_service_limit_mw": 10.97,
"gross_sqft": 1172114,
"infill_site": false,
"lease_expiry_months": 56,... | {
"capital_availability": 0.683,
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"entitlement_friction": 0.712,
"nearby_nodes": 4,
"network_redundancy_score": 0.501,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 8227... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.4,
"dock_utilization_pct": 88.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 2.52,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 147940,
"annualized_revenue_impact_usd": 215459,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 552981,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.86
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.683,
"demand_pressure": 0.736,
"entitlement_friction": 0.712,
"labor_shortage": 0.974,
"portfolio_tightness": 0.719,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107225",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:53:00Z",
"trace_id": "e37dc597-0fae-4cac-9ed0-6cb56633b608"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"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": 0.098,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.57,
"battery_mwh": 4.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-D6FC05DA86",
"grid_service_limit_mw": 22.85,
"gross_sqft": 830646,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.334,
"nearby_nodes": 4,
"network_redundancy_score": 0.524,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 33.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": 44427,
"annualized_revenue_impact_usd": 57814,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 354888,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.3
},
{
"action": "monitor_and_stage",
"reason": "ho... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.113,
"capital_availability": 0.643,
"demand_pressure": 0.478,
"entitlement_friction": 0.334,
"labor_shortage": 0.658,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-107226",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:22:00Z",
"trace_id": "74781196-0ee9-4cad-8bd5-21e02e76df8d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.182,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.77,
"battery_mwh": 9.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-1778040C6A",
"grid_service_limit_mw": 19.69,
"gross_sqft": 882217,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.415,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.686,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.201,
"nearby_nodes": 3,
"network_redundancy_score": 0.448,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 381319... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 83.9,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": -0.59,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -130573,
"annualized_revenue_impact_usd": -187037,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 549345,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -1.75,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.7
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.415,
"demand_pressure": 0.576,
"entitlement_friction": 0.201,
"labor_shortage": 0.649,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107227",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "00d19986-0cf3-4ded-9ef1-71a633fba7a4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.383,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.29,
"battery_mwh": 11.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-8919142481",
"grid_service_limit_mw": 10.36,
"gross_sqft": 211713,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.45,
"nearby_nodes": 5,
"network_redundancy_score": 0.526,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 14111,
"annualized_revenue_impact_usd": 22078,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 484012,
"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.61
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.426,
"demand_pressure": 0.604,
"entitlement_friction": 0.45,
"labor_shortage": 0.896,
"portfolio_tightness": 0.566,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107228",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:06:00Z",
"trace_id": "acb160bd-7d4f-4129-870a-5cfdfa9f71e4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.271,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 1.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-31C90008BB",
"grid_service_limit_mw": 22.81,
"gross_sqft": 527791,
"infill_site": true,
"lease_expiry_months": 43,
"... | {
"capital_availability": 0.027,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.561,
"nearby_nodes": 2,
"network_redundancy_score": 0.43,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 96.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.455
} | {
"annualized_noi_impact_usd": 4292,
"annualized_revenue_impact_usd": 6845,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 476232,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": -0.04,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.09
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.027,
"demand_pressure": 0.853,
"entitlement_friction": 0.561,
"labor_shortage": 0.856,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-107229",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:01:00Z",
"trace_id": "d68f6bbd-06d5-4eed-bfaf-834c57e6f0bb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.185,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.112,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.3,
"battery_mwh": 7.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-59F5177940",
"grid_service_limit_mw": 17.3,
"gross_sqft": 892665,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.156,
"nearby_nodes": 2,
"network_redundancy_score": 0.76,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 93... | [
{
"appointment_fill_pct": 83,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -138744,
"annualized_revenue_impact_usd": -228461,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 632526,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -1.92,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.86
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.52,
"entitlement_friction": 0.156,
"labor_shortage": 0.914,
"portfolio_tightness": 0.458,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-107230",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:41:00Z",
"trace_id": "d14cfef9-668a-4116-b3cb-52896a94d03d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.118,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 2.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-E1F4D15369",
"grid_service_limit_mw": 9.5,
"gross_sqft": 1019358,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
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"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.789,
"nearby_nodes": 7,
"network_redundancy_score": 0.879,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.183
} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 499560,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.18
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.452,
"entitlement_friction": 0.789,
"labor_shortage": 1,
"portfolio_tightness": 0.613,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107231",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:59:00Z",
"trace_id": "ca545d75-61b7-4f77-b94f-6fab167fce80"
} | {
"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": "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": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 4.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-68A1237E6C",
"grid_service_limit_mw": 11.34,
"gross_sqft": 1326037,
"infill_site": false,
"lease_expiry_months": 22,... | {
"capital_availability": 0.236,
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"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.396,
"nearby_nodes": 5,
"network_redundancy_score": 0.383,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"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": 2.99,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
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"rent_growth_30d_pct": 4.81,
"rent_growth_90d_pct": 6.78,
"tenant_expansion_probability": 0.754
} | {
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"expansion_capture_probability_post_event": 0.7,
"lease_rate_change_pct": 4.96,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 30.75
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.03
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.236,
"demand_pressure": 0.615,
"entitlement_friction": 0.396,
"labor_shortage": 0.809,
"portfolio_tightness": 0.63,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-107232",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "20ce91ef-66e2-417b-9bdf-ae61253da2e4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"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": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 0.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-A978E0717F",
"grid_service_limit_mw": 14.22,
"gross_sqft": 816541,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.926,
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"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.361,
"nearby_nodes": 8,
"network_redundancy_score": 0.75,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.871,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.167
} | {
"annualized_noi_impact_usd": -226566,
"annualized_revenue_impact_usd": -295342,
"cap_rate_pressure_pct": -0.17,
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"estimated_capex_usd": 474822,
"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -2.7,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.84
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.251,
"capital_availability": 0.579,
"demand_pressure": 0.341,
"entitlement_friction": 0.361,
"labor_shortage": 0.636,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-107233",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:59:00Z",
"trace_id": "c7d6a866-ec7c-40e2-a243-dfe7d12c1286"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"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": 0.274,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-D5717DAA01",
"grid_service_limit_mw": 14.12,
"gross_sqft": 851998,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.534,
"nearby_nodes": 3,
"network_redundancy_score": 0.688,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 482268... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0.597
} | {
"annualized_noi_impact_usd": 104249,
"annualized_revenue_impact_usd": 160113,
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"estimated_capex_usd": 420955,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.02,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.68
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.367,
"demand_pressure": 0.625,
"entitlement_friction": 0.534,
"labor_shortage": 0.439,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107234",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:42:00Z",
"trace_id": "af401ed6-9553-43bd-ae77-aeb9c3a5e1d8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.302,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 11.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-A1B5442F36",
"grid_service_limit_mw": 21.23,
"gross_sqft": 768104,
"infill_site": true,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.169,
"cluster_utilization_pct": 0.883,
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"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.511,
"nearby_nodes": 7,
"network_redundancy_score": 0.339,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 848567,... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 37534,
"annualized_revenue_impact_usd": 56758,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 471805,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 1.07,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.66
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.26
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.302,
"capital_availability": 0.169,
"demand_pressure": 0.585,
"entitlement_friction": 0.511,
"labor_shortage": 0.696,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-107235",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:07:00Z",
"trace_id": "7a848834-e5a3-47bb-a3e6-b3c42999b253"
} | {
"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": 9.6,
"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": 0.438,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.6,
"battery_mwh": 9.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-CC8D309E6C",
"grid_service_limit_mw": 7.34,
"gross_sqft": 625001,
"infill_site": true,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.475,
"nearby_nodes": 8,
"network_redundancy_score": 0.461,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 75... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.8,
"dock_utilization_pct": 91.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.884,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 173874,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 739585,
"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 3.64,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.92
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.774,
"capital_availability": 0.531,
"demand_pressure": 0.921,
"entitlement_friction": 0.475,
"labor_shortage": 0.91,
"portfolio_tightness": 0.579,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-107236",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:16:00Z",
"trace_id": "fe01cc02-334c-4925-807f-9e14b66b36a6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.147,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.216,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.5,
"battery_mwh": 8.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-2104F1A495",
"grid_service_limit_mw": 20.68,
"gross_sqft": 410579,
"infill_site": false,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.407,
"nearby_nodes": 8,
"network_redundancy_score": 0.723,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": 3970,
"annualized_revenue_impact_usd": 5224,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.27
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.354,
"capital_availability": 0.376,
"demand_pressure": 0.548,
"entitlement_friction": 0.407,
"labor_shortage": 0.739,
"portfolio_tightness": 0.488,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-107237",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:57:00Z",
"trace_id": "95284dfc-a35d-436e-93d7-f3a1b8818ef2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.427,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 0.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-A41DE95607",
"grid_service_limit_mw": 25.76,
"gross_sqft": 1089161,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.273,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.416,
"nearby_nodes": 8,
"network_redundancy_score": 0.463,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 87.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.7,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 5.76,
"tenant_expansion_probability": 0.779
} | {
"annualized_noi_impact_usd": 493007,
"annualized_revenue_impact_usd": 663702,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 439956,
"expansion_capture_probability_post_event": 0.756,
"lease_rate_change_pct": 5.29,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.47
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.273,
"demand_pressure": 0.74,
"entitlement_friction": 0.416,
"labor_shortage": 0.454,
"portfolio_tightness": 0.484,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-107238",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "d5bd1b74-dc69-4e3b-8f0f-54f919adc2bf"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.413,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.068,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.24,
"battery_mwh": 11.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-F849618BCD",
"grid_service_limit_mw": 7.37,
"gross_sqft": 883493,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.262,
"nearby_nodes": 2,
"network_redundancy_score": 0.877,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 62... | [
{
"appointment_fill_pct": 95,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.6,
"dock_utilization_pct": 88.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 4.29,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.716
} | {
"annualized_noi_impact_usd": 309658,
"annualized_revenue_impact_usd": 506883,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.634,
"lease_rate_change_pct": 2.71,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.27
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.41
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.282,
"capital_availability": 0.221,
"demand_pressure": 0.772,
"entitlement_friction": 0.262,
"labor_shortage": 0.991,
"portfolio_tightness": 0.642,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-107239",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:43:00Z",
"trace_id": "a92867c7-9194-4015-bbec-c9b1a251e6de"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.67,
"battery_mwh": 9.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-463408A017",
"grid_service_limit_mw": 12.27,
"gross_sqft": 992987,
"infill_site": false,
"lease_expiry_months": 17,
"occ... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.677,
"nearby_nodes": 4,
"network_redundancy_score": 0.391,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 182... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": -12055,
"annualized_revenue_impact_usd": -18788,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 502602,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 0.46,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.25
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.6,
"demand_pressure": 0.629,
"entitlement_friction": 0.677,
"labor_shortage": 0.802,
"portfolio_tightness": 0.349,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107240",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:03:00Z",
"trace_id": "92b8cc7c-8e61-478d-bb79-b4abdf9a27cb"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.23,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.078,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.4,
"battery_mwh": 6.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-B6690BCBF4",
"grid_service_limit_mw": 15.92,
"gross_sqft": 1413559,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.869,
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"competitive_pressure_score": 0.363,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.403,
"nearby_nodes": 6,
"network_redundancy_score": 0.629,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_r... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.8,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 171470,
"annualized_revenue_impact_usd": 280154,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 549129,
"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.027,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.27
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.93
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.869,
"demand_pressure": 0.487,
"entitlement_friction": 0.403,
"labor_shortage": 0.592,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107241",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:17:00Z",
"trace_id": "ffdd94db-a784-4113-9922-50ef3ed1de71"
} | {
"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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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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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": 0.433,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 11.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-710EFB2F3C",
"grid_service_limit_mw": 18.26,
"gross_sqft": 214576,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.16,
"nearby_nodes": 3,
"network_redundancy_score": 0.668,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 86.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.04,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 29207,
"annualized_revenue_impact_usd": 49160,
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"decision_horizon_days": 60,
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"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 37.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.699,
"entitlement_friction": 0.16,
"labor_shortage": 0.711,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-107242",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:01:00Z",
"trace_id": "9e5aa2ee-87b6-4d83-b800-130b5a0cb90e"
} | {
"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"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_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"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.317,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 11.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-AA6A513A65",
"grid_service_limit_mw": 20.23,
"gross_sqft": 1082448,
"infill_site": true,
"lease_expiry_months": 34,
"o... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.563,
"nearby_nodes": 4,
"network_redundancy_score": 0.879,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -49722,
"annualized_revenue_impact_usd": -83957,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 396325,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -1.53,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.87
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.156,
"demand_pressure": 0.433,
"entitlement_friction": 0.563,
"labor_shortage": 0.919,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-107243",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:35:00Z",
"trace_id": "b2e007b7-671f-44d7-ba70-e5a235bca0de"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.276,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.54,
"battery_mwh": 7.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-55BE404CCD",
"grid_service_limit_mw": 16.56,
"gross_sqft": 661100,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.924,
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"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.393,
"nearby_nodes": 3,
"network_redundancy_score": 0.504,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 85.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
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"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 20128,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.18
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.683,
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"entitlement_friction": 0.393,
"labor_shortage": 0.662,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107244",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:10:00Z",
"trace_id": "0b7f52c0-a63c-469e-9a49-97389ae1b72e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.307,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.134,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.2,
"battery_mwh": 12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-2D3F286864",
"grid_service_limit_mw": 16.65,
"gross_sqft": 816904,
"infill_site": true,
"lease_expiry_months": 55,
"oc... | {
"capital_availability": 0.322,
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"cross_node_rebalancing_capacity_pct": 0.093,
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"nearby_nodes": 6,
"network_redundancy_score": 0.677,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 399661,... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.505... | {
"annualized_noi_impact_usd": -4872,
"annualized_revenue_impact_usd": -8081,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 390946,
"expansion_capture_probability_post_event": 0.42,
"lease_rate_change_pct": 0.08,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.14
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.322,
"demand_pressure": 0.541,
"entitlement_friction": 0.422,
"labor_shortage": 0.586,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-107245",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:03:00Z",
"trace_id": "9ff49bca-0b09-4d27-b902-5497fde63a15"
} | {
"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": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.76,
"battery_mwh": 9.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-E0218966FB",
"grid_service_limit_mw": 9.53,
"gross_sqft": 1099861,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.682,
"nearby_nodes": 8,
"network_redundancy_score": 0.669,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 86.2,
"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_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.864,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.605
} | {
"annualized_noi_impact_usd": 120023,
"annualized_revenue_impact_usd": 162647,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 645699,
"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 1.84,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.3
},
{
"action": "shift... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.631,
"entitlement_friction": 0.682,
"labor_shortage": 0.935,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-107246",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:05:00Z",
"trace_id": "900f19d0-5c44-4dc5-9026-ad73df065429"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 8.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-D96154CA5A",
"grid_service_limit_mw": 18.85,
"gross_sqft": 875929,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.734,
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"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.175,
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"nearby_nodes": 8,
"network_redundancy_score": 0.809,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.5,
"shift_fill... | {
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -1.65,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.63
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.56
},
{
"action": "activate_temp_labor... | {
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"demand_pressure": 0.401,
"entitlement_friction": 0.369,
"labor_shortage": 0.753,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-107247",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:09:00Z",
"trace_id": "e1a62178-7b08-467c-b1ce-7f0ec88877f4"
} | {
"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": "Demand_Reallocation",
"exposure": "network_latency",
"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": "250m_500m",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 5.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-D748E62574",
"grid_service_limit_mw": 8.6,
"gross_sqft": 1287302,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.442,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
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"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.246
... | {
"annualized_noi_impact_usd": -252970,
"annualized_revenue_impact_usd": -336535,
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"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -0.96,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.788,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107248",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:15:00Z",
"trace_id": "7fd1bacd-3da4-4672-a7b8-65faa239d48c"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 10.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-58BFC5EAFD",
"grid_service_limit_mw": 15.68,
"gross_sqft": 1342048,
"infill_site": true,
"lease_expiry_months": 46,
"o... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.83,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.471
} | {
"annualized_noi_impact_usd": 77003,
"annualized_revenue_impact_usd": 105131,
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"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 1.07,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.56
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.622,
"entitlement_friction": 0.274,
"labor_shortage": 0.837,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107249",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:23:00Z",
"trace_id": "f308020a-a67f-4bd3-92ae-fede1ec15f13"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.215,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.48,
"battery_mwh": 11.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-38084F6018",
"grid_service_limit_mw": 21.39,
"gross_sqft": 1070975,
"infill_site": false,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.042,
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"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.556,
"nearby_nodes": 4,
"network_redundancy_score": 0.716,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 94.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": 2418,
"annualized_revenue_impact_usd": 3460,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 595460,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -0.71,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.69
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.849,
"capital_availability": 0.042,
"demand_pressure": 0.781,
"entitlement_friction": 0.556,
"labor_shortage": 0.773,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-107250",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:29:00Z",
"trace_id": "0871e593-73d1-4fdd-ace1-9fb5e35e0a4b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.27,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.19,
"battery_mwh": 6.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-DFED802019",
"grid_service_limit_mw": 16.27,
"gross_sqft": 935009,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.472,
"nearby_nodes": 3,
"network_redundancy_score": 0.365,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": -0.9,
"tenant_expansion_probability": 0.45
} | {
"annualized_noi_impact_usd": -36453,
"annualized_revenue_impact_usd": -54459,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 411970,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": -1.47,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.2
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.8
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.347,
"demand_pressure": 0.546,
"entitlement_friction": 0.472,
"labor_shortage": 0.639,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107251",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:34:00Z",
"trace_id": "4195b6f2-6971-4723-a6a4-2f8d1c44aa64"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.125,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.337,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.33,
"battery_mwh": 1.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-D9B36D1B4E",
"grid_service_limit_mw": 12.55,
"gross_sqft": 913141,
"infill_site": true,
"lease_expiry_months": 18,
"occup... | {
"capital_availability": 0.876,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.72,
"nearby_nodes": 6,
"network_redundancy_score": 0.383,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1363... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 62.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.647,
"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": 2.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": 34456,
"annualized_revenue_impact_usd": 46125,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 620603,
"expansion_capture_probability_post_event": 0.397,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.5
},
{
"action": "shift_overflo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.192,
"capital_availability": 0.876,
"demand_pressure": 0.289,
"entitlement_friction": 0.72,
"labor_shortage": 0.773,
"portfolio_tightness": 0.612,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-107252",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:36:00Z",
"trace_id": "ed7c23df-8b0c-4cc7-a2bf-9b81b6e56c81"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.323,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.141,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.51,
"battery_mwh": 10.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-A6ADD029A6",
"grid_service_limit_mw": 14.32,
"gross_sqft": 1401876,
"infill_site": true,
"lease_expiry_months": 13,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.219,
"nearby_nodes": 4,
"network_redundancy_score": 0.501,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 568336... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 86.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 70012,
"annualized_revenue_impact_usd": 96530,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 397487,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 1.87,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.01
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.963,
"capital_availability": 0,
"demand_pressure": 0.724,
"entitlement_friction": 0.219,
"labor_shortage": 0.659,
"portfolio_tightness": 0.418,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-107253",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:59:00Z",
"trace_id": "59dcbec8-b59a-4cee-9ac3-92ad949b0e8a"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.24,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 3.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-0444DB7D22",
"grid_service_limit_mw": 9.24,
"gross_sqft": 427175,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.931,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.685,
"nearby_nodes": 4,
"network_redundancy_score": 0.509,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 4.94,
"rent_growth_90d_pct": 4.9,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 68909,
"annualized_revenue_impact_usd": 105682,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 577034,
"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.03,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.1
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.159,
"capital_availability": 0.931,
"demand_pressure": 0.717,
"entitlement_friction": 0.685,
"labor_shortage": 0.787,
"portfolio_tightness": 0.612,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-107254",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:06:00Z",
"trace_id": "fc8b283b-8cfb-4987-840f-3655dbd3c8a5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.185,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.194,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 10.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-3568D281BD",
"grid_service_limit_mw": 17.01,
"gross_sqft": 1219980,
"infill_site": true,
"lease_expiry_months": 22,... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.717,
"nearby_nodes": 8,
"network_redundancy_score": 0.569,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": -0.12,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": -147061,
"annualized_revenue_impact_usd": -219800,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 614289,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -2.05,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.6
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.096,
"demand_pressure": 0.549,
"entitlement_friction": 0.717,
"labor_shortage": 0.613,
"portfolio_tightness": 0.451,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107255",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:58:00Z",
"trace_id": "2657f404-9d9f-472d-939f-8aa4a45b2e40"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 4.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-F7B934B48A",
"grid_service_limit_mw": 17,
"gross_sqft": 712476,
"infill_site": false,
"lease_expiry_months": 12,
"occupa... | {
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"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.524,
"nearby_nodes": 6,
"network_redundancy_score": 0.519,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 95.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.32,
"rent_growth_90d_pct": 6.22,
"tenant_expansion_probability": 0.785
} | {
"annualized_noi_impact_usd": 197391,
"annualized_revenue_impact_usd": 321532,
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"decision_horizon_days": 30,
"estimated_capex_usd": 348730,
"expansion_capture_probability_post_event": 0.757,
"lease_rate_change_pct": 5.22,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.49
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 31.52
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.512,
"demand_pressure": 0.941,
"entitlement_friction": 0.524,
"labor_shortage": 0.671,
"portfolio_tightness": 0.53,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107256",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:21:00Z",
"trace_id": "fb54d918-81b3-4d4b-850f-211ea97b9adc"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.088,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 4.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-365762E615",
"grid_service_limit_mw": 16.47,
"gross_sqft": 844631,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.517,
"nearby_nodes": 6,
"network_redundancy_score": 0.426,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 80.3,
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"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -95820,
"annualized_revenue_impact_usd": -145679,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": 0.07,
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 31.62
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.52
},
{
"action": "offe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.575,
"demand_pressure": 0.344,
"entitlement_friction": 0.517,
"labor_shortage": 0.719,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107257",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:25:00Z",
"trace_id": "a75d1fe5-55c2-4d1d-aa43-c3f5813e39d7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.085,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 8.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-085A0F2C36",
"grid_service_limit_mw": 10.18,
"gross_sqft": 1157181,
"infill_site": false,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.982,
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"nearby_nodes": 8,
"network_redundancy_score": 0.628,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56.1,
"dock_utilization_pct": 90.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 4.24,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": 140054,
"annualized_revenue_impact_usd": 197360,
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"decision_horizon_days": 45,
"estimated_capex_usd": 606382,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.09
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0,
"demand_pressure": 0.85,
"entitlement_friction": 0.305,
"labor_shortage": 0.912,
"portfolio_tightness": 0.667,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107258",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:14:00Z",
"trace_id": "b9c385ca-5b0a-4ee8-8141-ef235f792098"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.458,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 0.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-49ECEDE702",
"grid_service_limit_mw": 15.09,
"gross_sqft": 330692,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.515,
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"cross_node_rebalancing_capacity_pct": 0.087,
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"nearby_nodes": 5,
"network_redundancy_score": 0.67,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 38... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 78.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.9,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -55915,
"annualized_revenue_impact_usd": -78156,
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"estimated_capex_usd": 624695,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.022,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.65
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.23
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.515,
"demand_pressure": 0.274,
"entitlement_friction": 0.305,
"labor_shortage": 0.555,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-107259",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:15:00Z",
"trace_id": "cfd549c7-66f3-4b28-ae27-9590c081ce8f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"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": 0.006,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.099,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.18,
"battery_mwh": 10.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-3A6D9D98A6",
"grid_service_limit_mw": 17.26,
"gross_sqft": 443048,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.407,
"nearby_nodes": 4,
"network_redundancy_score": 0.505,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.8,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.2,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.2,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -2431,
"annualized_revenue_impact_usd": -4034,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 455981,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -0.04,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.32
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.11
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.501,
"capital_availability": 0.616,
"demand_pressure": 0.457,
"entitlement_friction": 0.407,
"labor_shortage": 0.594,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107260",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:26:00Z",
"trace_id": "b41c00e5-42a6-4934-bac3-2a7f254bf90d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.301,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.349,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.18,
"battery_mwh": 9.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-4BC4B651AA",
"grid_service_limit_mw": 19.96,
"gross_sqft": 464723,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.848,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.434,
"nearby_nodes": 2,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.6,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 66055,
"annualized_revenue_impact_usd": 103728,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 587823,
"expansion_capture_probability_post_event": 0.574,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.78
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.48
},
{
"action": "escalate_utility_interconne... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.14,
"capital_availability": 0.848,
"demand_pressure": 0.583,
"entitlement_friction": 0.434,
"labor_shortage": 0.582,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107261",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:00:00Z",
"trace_id": "401a5ad1-0ae8-4ae2-91ce-2e3957cb1562"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.021,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.247,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.77,
"battery_mwh": 3.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-6BC4C41FD2",
"grid_service_limit_mw": 22.3,
"gross_sqft": 907056,
"infill_site": true,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.61,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.623,
"nearby_nodes": 5,
"network_redundancy_score": 0.592,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": -0.92,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -193809,
"annualized_revenue_impact_usd": -257483,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 30,
"estimated_capex_usd": 436021,
"expansion_capture_probability_post_event": 0.12,
"lease_rate_change_pct": -3.57,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.98
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.828,
"capital_availability": 0.61,
"demand_pressure": 0.31,
"entitlement_friction": 0.623,
"labor_shortage": 0.851,
"portfolio_tightness": 0.529,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-107262",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "300e7fd6-6b79-4a6e-8ff0-279ca0611124"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.3,
"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": 0.349,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.126,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.4,
"battery_mwh": 5.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-E68AA33A6E",
"grid_service_limit_mw": 12.52,
"gross_sqft": 1155190,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.195,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.245,
"nearby_nodes": 8,
"network_redundancy_score": 0.796,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.51... | {
"annualized_noi_impact_usd": -34149,
"annualized_revenue_impact_usd": -49119,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 704660,
"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.33
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.21
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.195,
"demand_pressure": 0.578,
"entitlement_friction": 0.245,
"labor_shortage": 1,
"portfolio_tightness": 0.623,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107263",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:47:00Z",
"trace_id": "90ab0029-40a9-4446-970c-188efcc6148f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.359,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.073,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.46,
"battery_mwh": 5.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-F89684A02C",
"grid_service_limit_mw": 23.58,
"gross_sqft": 265726,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.452,
"nearby_nodes": 5,
"network_redundancy_score": 0.446,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 87.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.578
} | {
"annualized_noi_impact_usd": 39332,
"annualized_revenue_impact_usd": 65116,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 412335,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 2.06,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.424,
"demand_pressure": 0.735,
"entitlement_friction": 0.452,
"labor_shortage": 0.665,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107264",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:36:00Z",
"trace_id": "72bc5e2b-ad70-4c70-b532-ff68af8414f8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.198,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.383,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.76,
"battery_mwh": 4.78,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-B79365B9FA",
"grid_service_limit_mw": 18.44,
"gross_sqft": 1078876,
"infill_site": false,
"lease_expiry_months": 36,... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.686,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.338,
"nearby_nodes": 6,
"network_redundancy_score": 0.333,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 207823... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.5,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"demand_shift_vector": "none_material",
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"market_entry_score": 82.3,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 2.26,
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} | {
"annualized_noi_impact_usd": -172708,
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"decision_horizon_days": 60,
"estimated_capex_usd": 516451,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": 0.05,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
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"reason": "capture_growth,tenant_lock_in",
"score": 37.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.18
},
{
"action": "shift_overfl... | {
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"demand_pressure": 0.464,
"entitlement_friction": 0.338,
"labor_shortage": 0.823,
"portfolio_tightness": 0.374,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107265",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:01:00Z",
"trace_id": "45c58b69-0169-4b4f-9442-08b68750c7c3"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.353,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 2.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-4D6E30DE76",
"grid_service_limit_mw": 14.82,
"gross_sqft": 596182,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.557,
"nearby_nodes": 6,
"network_redundancy_score": 0.834,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"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",
"forecast... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -23909,
"annualized_revenue_impact_usd": -31029,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.64
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.221,
"demand_pressure": 0.565,
"entitlement_friction": 0.557,
"labor_shortage": 0.715,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107266",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:21:00Z",
"trace_id": "8d86255b-0fbc-43c2-b6af-12739c8ccf26"
} | {
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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": "tower_dashboard",
"decision_lineage": [
{
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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": [
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"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"
}
} | {
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"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.28,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 2.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-0C7EC8C9CA",
"grid_service_limit_mw": 12.59,
"gross_sqft": 1385261,
"infill_site": false,
"lease_expiry_months": 71,... | {
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"cluster_utilization_pct": 0.892,
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"cross_node_rebalancing_capacity_pct": 0.197,
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"nearby_nodes": 7,
"network_redundancy_score": 0.379,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 41... | [
{
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"dock_utilization_pct": 86.9,
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"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.7,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.629
} | {
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"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 43.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.06
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.021,
"demand_pressure": 0.674,
"entitlement_friction": 0.855,
"labor_shortage": 0.833,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107267",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:13:00Z",
"trace_id": "98e6d090-9b01-4fe8-aa94-1a3c50e561df"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.33,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-6F708CF8D0",
"grid_service_limit_mw": 14.35,
"gross_sqft": 838433,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.571,
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"competitive_pressure_score": 0.369,
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"nearby_nodes": 5,
"network_redundancy_score": 0.84,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 30... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78.8,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": -1.06,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -122299,
"annualized_revenue_impact_usd": -163223,
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"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -2.04,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.59
},
{
"action": "delay_spec_development",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.571,
"demand_pressure": 0.321,
"entitlement_friction": 0.654,
"labor_shortage": 0.736,
"portfolio_tightness": 0.335,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-107268",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:37:00Z",
"trace_id": "b7287b52-b6d3-4186-959a-596b483e6cd0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.077,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 10.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-D3B1665244",
"grid_service_limit_mw": 12.7,
"gross_sqft": 857478,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.659,
"nearby_nodes": 3,
"network_redundancy_score": 0.682,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.49,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.5,
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"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 0.44,
"tenant_expansion_probability": 0.209
} | {
"annualized_noi_impact_usd": -201725,
"annualized_revenue_impact_usd": -328397,
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"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -3.3,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.06
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.168,
"demand_pressure": 0.256,
"entitlement_friction": 0.659,
"labor_shortage": 0.922,
"portfolio_tightness": 0.71,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107269",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:26:00Z",
"trace_id": "72b209de-ca80-45c9-a297-da3db5658607"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.128,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.24,
"battery_mwh": 2.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-C776BB32E1",
"grid_service_limit_mw": 22.86,
"gross_sqft": 439393,
"infill_site": true,
"lease_expiry_months": 12,
"... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.231,
"nearby_nodes": 3,
"network_redundancy_score": 0.625,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 82.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -39405,
"annualized_revenue_impact_usd": -62563,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 639933,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.37
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.77
},
{
"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": 0.45,
"entitlement_friction": 0.231,
"labor_shortage": 0.817,
"portfolio_tightness": 0.521,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-107270",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:53:00Z",
"trace_id": "675a22a2-a472-49ce-8f54-f4a9f466a3a0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 6.7,
"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": 0.027,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.288,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.78,
"battery_mwh": 11.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-E0C859EC6E",
"grid_service_limit_mw": 14.46,
"gross_sqft": 594272,
"infill_site": true,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.788,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.165,
"nearby_nodes": 7,
"network_redundancy_score": 0.339,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 727044,
... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 31,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.64,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.75,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": 10763,
"annualized_revenue_impact_usd": 15032,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.59
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.79
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.788,
"demand_pressure": 0.546,
"entitlement_friction": 0.165,
"labor_shortage": 0.591,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107271",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:48:00Z",
"trace_id": "b0690708-187e-4765-909d-ee38ff89508a"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 12.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-40FDF55A39",
"grid_service_limit_mw": 15.67,
"gross_sqft": 975513,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.12,
"nearby_nodes": 7,
"network_redundancy_score": 0.382,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 82... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.1,
"dock_utilization_pct": 91.8,
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"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.76,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 2.68,
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} | {
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"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 2.89,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.13
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 1,
"entitlement_friction": 0.12,
"labor_shortage": 0.742,
"portfolio_tightness": 0.365,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-107272",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:48:00Z",
"trace_id": "fdb46cbc-c540-447f-93f8-d18942e59df6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 3.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-F7A23B53FF",
"grid_service_limit_mw": 25.29,
"gross_sqft": 664821,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
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"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.236,
"nearby_nodes": 7,
"network_redundancy_score": 0.734,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.20... | {
"annualized_noi_impact_usd": -76914,
"annualized_revenue_impact_usd": -111288,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -0.88,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.35
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.848,
"capital_availability": 0.269,
"demand_pressure": 0.413,
"entitlement_friction": 0.236,
"labor_shortage": 0.818,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107273",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:47:00Z",
"trace_id": "c22483c1-e26e-4e31-9a12-2fc70fdc2661"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.29,
"battery_mwh": 10.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-02BADE4AC5",
"grid_service_limit_mw": 12.22,
"gross_sqft": 1280654,
"infill_site": true,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.647,
"nearby_nodes": 3,
"network_redundancy_score": 0.609,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 86... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -503963,
"annualized_revenue_impact_usd": -676176,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -1.08,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.27
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.573,
"demand_pressure": 0.303,
"entitlement_friction": 0.647,
"labor_shortage": 1,
"portfolio_tightness": 0.642,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107274",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:10:00Z",
"trace_id": "7b3f8b00-e147-42c2-b5a3-e673b632b6c2"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.226,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.075,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.5,
"battery_mwh": 4.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-A6DF89AA95",
"grid_service_limit_mw": 12.71,
"gross_sqft": 1160064,
"infill_site": false,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.654,
"nearby_nodes": 3,
"network_redundancy_score": 0.544,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.454
} | {
"annualized_noi_impact_usd": -5737,
"annualized_revenue_impact_usd": -7920,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 623696,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.73
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.199,
"demand_pressure": 0.41,
"entitlement_friction": 0.654,
"labor_shortage": 0.966,
"portfolio_tightness": 0.634,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107275",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:58:00Z",
"trace_id": "f0ee318b-9b95-4264-a507-d8710ae6222b"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.113,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.214,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.44,
"battery_mwh": 0.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-011CEE11E5",
"grid_service_limit_mw": 11.49,
"gross_sqft": 951448,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.845,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.258,
"nearby_nodes": 2,
"network_redundancy_score": 0.379,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.1,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.632,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.404
... | {
"annualized_noi_impact_usd": -49229,
"annualized_revenue_impact_usd": -79989,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 500904,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.43
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.143,
"capital_availability": 0.845,
"demand_pressure": 0.416,
"entitlement_friction": 0.258,
"labor_shortage": 0.548,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-107276",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "b3eedb4d-6369-49ce-bf30-535e9be770dd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.091,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.289,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.67,
"battery_mwh": 5.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-D32A0BCEB8",
"grid_service_limit_mw": 21.44,
"gross_sqft": 421668,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.763,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.339,
"nearby_nodes": 7,
"network_redundancy_score": 0.596,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.1,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.3,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 4.28,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": 8572,
"annualized_revenue_impact_usd": 13035,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 430959,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.97
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.8
},
{
"action": "monitor_and_stage",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.131,
"capital_availability": 0.763,
"demand_pressure": 0.376,
"entitlement_friction": 0.339,
"labor_shortage": 0.673,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-107277",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:59:00Z",
"trace_id": "65d6af4a-3eb6-4127-b03a-828ec94fc9d6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.279,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.077,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 8.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-D67CB496FB",
"grid_service_limit_mw": 18.04,
"gross_sqft": 853147,
"infill_site": false,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.453,
"nearby_nodes": 6,
"network_redundancy_score": 0.716,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 647163,... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": -66533,
"annualized_revenue_impact_usd": -113515,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 669753,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": -1.25,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.95
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.651,
"capital_availability": 0.22,
"demand_pressure": 0.541,
"entitlement_friction": 0.453,
"labor_shortage": 0.723,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107278",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:48:00Z",
"trace_id": "161cfde2-1cd4-4739-bcd5-5a89365c8b6f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.162,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.59,
"battery_mwh": 4.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-EBEFCDF878",
"grid_service_limit_mw": 12.33,
"gross_sqft": 368228,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.313,
"nearby_nodes": 5,
"network_redundancy_score": 0.339,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -20639,
"annualized_revenue_impact_usd": -32589,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 462422,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.72
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.695,
"capital_availability": 0.56,
"demand_pressure": 0.735,
"entitlement_friction": 0.313,
"labor_shortage": 0.644,
"portfolio_tightness": 0.315,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-107279",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "fbb7c9f3-6eb3-4305-84ec-3cb60e08ad4f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"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": 0.075,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.37,
"battery_mwh": 8.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-69C301CE3A",
"grid_service_limit_mw": 17.9,
"gross_sqft": 1240168,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.228,
"nearby_nodes": 6,
"network_redundancy_score": 0.316,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -207198,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 494334,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -0.63,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.92
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.296,
"demand_pressure": 0.363,
"entitlement_friction": 0.228,
"labor_shortage": 1,
"portfolio_tightness": 0.553,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-107280",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "f17ebf62-c48d-42c7-9893-dcf4e7f16cf8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.447,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.057,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.52,
"battery_mwh": 6.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-BAC3980A15",
"grid_service_limit_mw": 16.3,
"gross_sqft": 964448,
"infill_site": true,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.963,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.273,
"nearby_nodes": 4,
"network_redundancy_score": 0.722,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 142592... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.751
} | {
"annualized_noi_impact_usd": 213705,
"annualized_revenue_impact_usd": 293289,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 490055,
"expansion_capture_probability_post_event": 0.699,
"lease_rate_change_pct": 3.75,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.32
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.86
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.963,
"demand_pressure": 0.6,
"entitlement_friction": 0.273,
"labor_shortage": 0.564,
"portfolio_tightness": 0.459,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107281",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "5c5d8c9b-2128-431f-b94a-69a504d98974"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.237,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.55,
"battery_mwh": 12.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-F1C54F7247",
"grid_service_limit_mw": 23.46,
"gross_sqft": 1418008,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.751,
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"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.656,
"nearby_nodes": 5,
"network_redundancy_score": 0.603,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 353338... | [
{
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"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": ... | {
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"estimated_capex_usd": 643006,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": 0.23,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 50.74
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.3
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.751,
"demand_pressure": 0.59,
"entitlement_friction": 0.656,
"labor_shortage": 0.642,
"portfolio_tightness": 0.384,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107282",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "b1665800-1d45-4b78-81b3-b02d65904318"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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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": 0.345,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 8.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-AEF6349121",
"grid_service_limit_mw": 18.09,
"gross_sqft": 916904,
"infill_site": false,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.541,
"nearby_nodes": 2,
"network_redundancy_score": 0.378,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12041... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
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"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": -0.62,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -131310,
"annualized_revenue_impact_usd": -173523,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -2.21,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.01
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.875,
"capital_availability": 0,
"demand_pressure": 0.723,
"entitlement_friction": 0.541,
"labor_shortage": 0.51,
"portfolio_tightness": 0.302,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-107283",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "f09ebe6c-e98e-4768-a9e9-dfb663dc2296"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.45,
"battery_mwh": 1.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-A22BD13734",
"grid_service_limit_mw": 8.4,
"gross_sqft": 1134324,
"infill_site": true,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0.939,
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"cross_node_rebalancing_capacity_pct": 0.158,
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"nearby_nodes": 5,
"network_redundancy_score": 0.44,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -320294,
"annualized_revenue_impact_usd": -426247,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 587649,
"expansion_capture_probability_post_event": 0.195,
"lease_rate_change_pct": -0.47,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.53
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.85
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.281,
"capital_availability": 0.939,
"demand_pressure": 0.318,
"entitlement_friction": 0.514,
"labor_shortage": 0.645,
"portfolio_tightness": 0.602,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-107284",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:18:00Z",
"trace_id": "dc694ef8-f1c5-431f-8348-a51c4521101d"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.126,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.28,
"battery_mwh": 2.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-272C2EE7EF",
"grid_service_limit_mw": 15.03,
"gross_sqft": 1155120,
"infill_site": false,
"lease_expiry_months": 29,... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.493,
"nearby_nodes": 7,
"network_redundancy_score": 0.366,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9096... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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",
"fore... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": -1.18,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -167052,
"annualized_revenue_impact_usd": -270301,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 522908,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -2.88,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.59
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.14
},
{
"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": 0.162,
"demand_pressure": 0.415,
"entitlement_friction": 0.493,
"labor_shortage": 0.748,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107285",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:33:00Z",
"trace_id": "b4bb06db-3efc-498f-b578-7c45f87a784d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.214,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.399,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.65,
"battery_mwh": 0.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-3D8D3EFF69",
"grid_service_limit_mw": 22.96,
"gross_sqft": 897418,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.133,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.388,
"nearby_nodes": 5,
"network_redundancy_score": 0.621,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 91.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 5.63,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": -2053,
"annualized_revenue_impact_usd": -3540,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 496676,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.41
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.133,
"demand_pressure": 0.917,
"entitlement_friction": 0.388,
"labor_shortage": 0.645,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-107286",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "b81b4264-8c6f-4b12-8cdb-30484a29da1a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.74,
"battery_mwh": 4.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-DD37BA45A3",
"grid_service_limit_mw": 24.21,
"gross_sqft": 721916,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.884,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.704,
"nearby_nodes": 7,
"network_redundancy_score": 0.808,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146280... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.439
} | {
"annualized_noi_impact_usd": 34934,
"annualized_revenue_impact_usd": 50941,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 399190,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.013,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.64
},
{
"action": "lock_power_capacity_reservation",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.884,
"demand_pressure": 0.467,
"entitlement_friction": 0.704,
"labor_shortage": 0.521,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107287",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:44:00Z",
"trace_id": "2041d7ae-fb29-48dc-a721-400669dc1de8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.295,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.67,
"battery_mwh": 0.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-26481E9265",
"grid_service_limit_mw": 21.24,
"gross_sqft": 639667,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.976,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.406,
"nearby_nodes": 4,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.619
} | {
"annualized_noi_impact_usd": 45173,
"annualized_revenue_impact_usd": 66287,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 490641,
"expansion_capture_probability_post_event": 0.58,
"lease_rate_change_pct": 2.53,
"occupancy_shift": 0.005,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.08
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.194,
"capital_availability": 0.976,
"demand_pressure": 0.426,
"entitlement_friction": 0.406,
"labor_shortage": 0.725,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107288",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:02:00Z",
"trace_id": "2ea5551d-56e9-482a-ab6e-1fc83c7e1851"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.37,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.6,
"battery_mwh": 10.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-3DE88A7480",
"grid_service_limit_mw": 22.6,
"gross_sqft": 566915,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.492,
"nearby_nodes": 7,
"network_redundancy_score": 0.507,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 87.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.498
} | {
"annualized_noi_impact_usd": 15358,
"annualized_revenue_impact_usd": 24913,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 477831,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.85
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.784,
"capital_availability": 0.351,
"demand_pressure": 0.705,
"entitlement_friction": 0.492,
"labor_shortage": 0.824,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-107289",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:19:00Z",
"trace_id": "d1e20d4c-6c55-4d76-bf01-db5c8d3d4437"
} | {
"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": 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": 0.28,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.303,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.5,
"battery_mwh": 5.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-4087B3407E",
"grid_service_limit_mw": 16.34,
"gross_sqft": 646325,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.319,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.554,
"nearby_nodes": 8,
"network_redundancy_score": 0.514,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 3204,
"annualized_revenue_impact_usd": 5436,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 453067,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.19
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.319,
"demand_pressure": 0.654,
"entitlement_friction": 0.554,
"labor_shortage": 0.603,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107290",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "48e74533-68e7-40c8-86cf-2f856f4cb656"
} | {
"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": 7.3,
"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": -0.033,
"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_... | {
"automation_penetration": 0.35,
"battery_mwh": 7.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-89132CFD9C",
"grid_service_limit_mw": 19.59,
"gross_sqft": 1414158,
"infill_site": false,
"lease_expiry_months": 20,... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.361,
"nearby_nodes": 3,
"network_redundancy_score": 0.609,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.209... | {
"annualized_noi_impact_usd": -146818,
"annualized_revenue_impact_usd": -229772,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 462066,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -1.72,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.88
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.525,
"capital_availability": 0.265,
"demand_pressure": 0.339,
"entitlement_friction": 0.361,
"labor_shortage": 0.687,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-107291",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:02:00Z",
"trace_id": "437eee20-f40c-4e48-90f2-c0c6f97c2c90"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.236,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.224,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.78,
"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-DD95220284",
"grid_service_limit_mw": 17.94,
"gross_sqft": 1015647,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.433,
"nearby_nodes": 3,
"network_redundancy_score": 0.525,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.435... | {
"annualized_noi_impact_usd": -46343,
"annualized_revenue_impact_usd": -79171,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 608726,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.555,
"demand_pressure": 0.623,
"entitlement_friction": 0.433,
"labor_shortage": 0.713,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107292",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:32:00Z",
"trace_id": "7e89230f-6fb1-407c-bd11-18e5f132af75"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.278,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.075,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.53,
"battery_mwh": 3.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-5D40203228",
"grid_service_limit_mw": 10.6,
"gross_sqft": 1162588,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.713,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.661,
"nearby_nodes": 6,
"network_redundancy_score": 0.691,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.497
} | {
"annualized_noi_impact_usd": 117562,
"annualized_revenue_impact_usd": 160930,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 655630,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 0.58,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.27
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.713,
"demand_pressure": 0.567,
"entitlement_friction": 0.661,
"labor_shortage": 0.985,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107293",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:50:00Z",
"trace_id": "f515b3b1-50d2-4a82-ac0f-986fea70a55d"
} | {
"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": "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,
"growth_rate": 0.375,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.19,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.76,
"battery_mwh": 3.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-8028EC8C27",
"grid_service_limit_mw": 17.11,
"gross_sqft": 954228,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.147,
"nearby_nodes": 7,
"network_redundancy_score": 0.604,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.553
} | {
"annualized_noi_impact_usd": 33213,
"annualized_revenue_impact_usd": 56741,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 457941,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.69
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.77,
"capital_availability": 0.363,
"demand_pressure": 0.697,
"entitlement_friction": 0.147,
"labor_shortage": 0.916,
"portfolio_tightness": 0.466,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-107294",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "db5c1425-9ae4-4815-9c02-b369c52ae214"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 0.79,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-259326B1B2",
"grid_service_limit_mw": 10.49,
"gross_sqft": 1031239,
"infill_site": false,
"lease_expiry_months": 64,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.627,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.8,
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"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
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"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 1.34,
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} | {
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"lease_rate_change_pct": -0.9,
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"score": 38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.53
},
{
"action": "rebalance_carrier... | {
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"demand_pressure": 0.844,
"entitlement_friction": 0.599,
"labor_shortage": 0.798,
"portfolio_tightness": 0.347,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107295",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "8541eb45-d89c-46f9-9320-96755b5043bf"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.415,
"seasonality": 0.82,
"service_level_ta... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.4,
"gross_sqft": 527740,
"infill_site": false,
"lease_expiry_months": 22,
"occu... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.863,
"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_ra... | {
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"confidence_band": "very_high",
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} | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.99
},
{
"action": "defer_noncritical_projects",
"rea... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107296",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:31:00Z",
"trace_id": "a470050a-ce2e-4eed-b569-a97f3137348a"
} | {
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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",
"role": "operations_lead"
},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.49,
"service_level_target... | {
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"building_class": "class_a_plus",
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"gross_sqft": 671698,
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"lease_expiry_months": 12,
"... | {
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"network_redundancy_score": 0.765,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"event_name": "SHIFT_FILL_RATE_DROP",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_... | {
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"confidence_band": "high",
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} | {
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"lease_rate_change_pct": -2.06,
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"service_penalty_r... | {
"alternative_actions": [
{
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"reason": "power_relief,speed_over_permanence",
"score": 39.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.16
},
{
"action": "re... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.631,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107297",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:42:00Z",
"trace_id": "b5b2713c-e595-49b3-9971-967104cbc6d9"
} | {
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"market": "Dallas-Fort Worth",
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-DA23D77664",
"grid_service_limit_mw": 21.73,
"gross_sqft": 631504,
"infill_site": false,
"lease_expiry_months": 24,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.403,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"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": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 1.52,
"occupancy_shift": 0.008,
"service_penalty_risk_usd": ... | {
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{
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"score": 33.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.25
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.514,
"labor_shortage": 0.655,
"portfolio_tightness": 0.533,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-107298",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "d489db80-dd5d-4569-8a24-2b20740eb390"
} | {
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 6.25,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-D126C764CB",
"grid_service_limit_mw": 12.06,
"gross_sqft": 404640,
"infill_site": true,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.696,
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"network_redundancy_score": 0.683,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 101... | [
{
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"dock_utilization_pct": 88.8,
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"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.671
} | {
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"lease_rate_change_pct": 1.28,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 55.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.47
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.696,
"demand_pressure": 0.781,
"entitlement_friction": 0.723,
"labor_shortage": 1,
"portfolio_tightness": 0.6,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107299",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:59:00Z",
"trace_id": "e9839164-5eae-407f-a078-5114928a63c8"
} | {
"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"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.436,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.199,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.58,
"battery_mwh": 1.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-AC01621B45",
"grid_service_limit_mw": 11.69,
"gross_sqft": 749980,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.383,
"nearby_nodes": 8,
"network_redundancy_score": 0.339,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 257023,
"annualized_revenue_impact_usd": 346296,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 506941,
"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 3.76,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.6
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0,
"demand_pressure": 0.847,
"entitlement_friction": 0.383,
"labor_shortage": 0.75,
"portfolio_tightness": 0.623,
"powe... |
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