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": 0.801,
"id": "FORGE-107000",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:30:00Z",
"trace_id": "d8b80336-6de9-46fe-8cb5-4406e38d2ab2"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.019,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.19,
"battery_mwh": 3.78,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-E4FFDB4C66",
"grid_service_limit_mw": 25.59,
"gross_sqft": 534595,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.768,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.585,
"nearby_nodes": 6,
"network_redundancy_score": 0.854,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -90858,
"annualized_revenue_impact_usd": -134613,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 448982,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -3.02,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.98
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.328,
"capital_availability": 0.768,
"demand_pressure": 0.346,
"entitlement_friction": 0.585,
"labor_shortage": 0.975,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107001",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "2469c255-7a57-4bbb-8b4f-35bee1dc10d7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.391,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 7.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-CF8CA9C51F",
"grid_service_limit_mw": 19.73,
"gross_sqft": 739742,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.067,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.334,
"nearby_nodes": 7,
"network_redundancy_score": 0.556,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 792166,... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -74865,
"annualized_revenue_impact_usd": -116396,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 561261,
"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -1.37,
"occupancy_shift": -0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.74
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.99
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.493,
"capital_availability": 0.067,
"demand_pressure": 0.353,
"entitlement_friction": 0.334,
"labor_shortage": 0.802,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107002",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "2133b200-507a-48fd-b362-35ced7690434"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.267,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.259,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.21,
"battery_mwh": 1.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-552E4662D4",
"grid_service_limit_mw": 21.65,
"gross_sqft": 789991,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.203,
"nearby_nodes": 2,
"network_redundancy_score": 0.722,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 5.16,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": 38585,
"annualized_revenue_impact_usd": 63425,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 473412,
"expansion_capture_probability_post_event": 0.401,
"lease_rate_change_pct": 3.2,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.46
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.509,
"demand_pressure": 0.752,
"entitlement_friction": 0.203,
"labor_shortage": 0.597,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107003",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:04:00Z",
"trace_id": "58814e20-23c5-48cf-bb0c-255079da7218"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.131,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.296,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.59,
"battery_mwh": 10.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-BFDA91B512",
"grid_service_limit_mw": 17.61,
"gross_sqft": 843204,
"infill_site": true,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.23,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.175,
"nearby_nodes": 3,
"network_redundancy_score": 0.763,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.278
} | {
"annualized_noi_impact_usd": -82922,
"annualized_revenue_impact_usd": -132418,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 577521,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": 0.28,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.42
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.524,
"capital_availability": 0.23,
"demand_pressure": 0.397,
"entitlement_friction": 0.175,
"labor_shortage": 0.737,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-107004",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:33:00Z",
"trace_id": "21b11e13-a216-4719-b3b2-1f68fac424f3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.285,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.27,
"battery_mwh": 8.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-EF35C6B321",
"grid_service_limit_mw": 16.78,
"gross_sqft": 1246685,
"infill_site": false,
"lease_expiry_months": 25,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.281,
"nearby_nodes": 2,
"network_redundancy_score": 0.326,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 153... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 84.7,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 0.04,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": -75791,
"annualized_revenue_impact_usd": -106138,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 556032,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.51
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.776,
"capital_availability": 0,
"demand_pressure": 0.604,
"entitlement_friction": 0.281,
"labor_shortage": 0.886,
"portfolio_tightness": 0.437,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107005",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:52:00Z",
"trace_id": "44877073-46c9-45bd-b5d9-80f0370f0636"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.437,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.312,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.52,
"battery_mwh": 9.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-AB06A9EF9B",
"grid_service_limit_mw": 18.49,
"gross_sqft": 1026038,
"infill_site": true,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.141,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.524,
"nearby_nodes": 4,
"network_redundancy_score": 0.557,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 88.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 109724,
"annualized_revenue_impact_usd": 159921,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 605391,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.13
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.339,
"capital_availability": 0.141,
"demand_pressure": 0.816,
"entitlement_friction": 0.524,
"labor_shortage": 0.855,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107006",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:03:00Z",
"trace_id": "11f9fa63-7688-44fd-b1f5-fa639027829d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.166,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.43,
"battery_mwh": 0.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-76E863B265",
"grid_service_limit_mw": 12,
"gross_sqft": 1225295,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.352,
"nearby_nodes": 5,
"network_redundancy_score": 0.737,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.7,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 5.75,
"tenant_expansion_probability": 0.403
} | {
"annualized_noi_impact_usd": 13315,
"annualized_revenue_impact_usd": 17449,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 519238,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.47
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.512,
"demand_pressure": 0.623,
"entitlement_friction": 0.352,
"labor_shortage": 1,
"portfolio_tightness": 0.624,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-107007",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "4d2f3866-7149-4392-b6b8-a43d6f531ea0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.174,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.103,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.49,
"battery_mwh": 7.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 153,
"facility_id": "FAC-2E1C1CCE2A",
"grid_service_limit_mw": 13.9,
"gross_sqft": 1532850,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.345,
"nearby_nodes": 5,
"network_redundancy_score": 0.589,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 254144... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -203818,
"annualized_revenue_impact_usd": -278249,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 720765,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -1.9,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.55
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.232,
"demand_pressure": 0.469,
"entitlement_friction": 0.345,
"labor_shortage": 0.76,
"portfolio_tightness": 0.485,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-107008",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "1d202a22-fad3-4f04-8c43-78281ad0c56c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 11.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-4309D42113",
"grid_service_limit_mw": 13.08,
"gross_sqft": 1215682,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.777,
"nearby_nodes": 6,
"network_redundancy_score": 0.363,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_pct": 7... | {
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.439
... | {
"annualized_noi_impact_usd": -116183,
"annualized_revenue_impact_usd": -196773,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 615405,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.44
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.806,
"capital_availability": 0,
"demand_pressure": 0.503,
"entitlement_friction": 0.777,
"labor_shortage": 0.831,
"portfolio_tightness": 0.682,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107009",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:06:00Z",
"trace_id": "501242f1-38f0-42b8-a640-35b7d00e2352"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.43,
"battery_mwh": 1.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-FB9A7E1ED8",
"grid_service_limit_mw": 9.95,
"gross_sqft": 585104,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.102,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.632,
"nearby_nodes": 5,
"network_redundancy_score": 0.682,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 158... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"shift_fil... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -9077,
"annualized_revenue_impact_usd": -11707,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 449167,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.26
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.102,
"demand_pressure": 0.588,
"entitlement_friction": 0.632,
"labor_shortage": 0.729,
"portfolio_tightness": 0.351,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-107010",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:29:00Z",
"trace_id": "364f000a-046d-452c-9fd1-7f0744cbc818"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.41,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.105,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.65,
"battery_mwh": 6.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-7B6F94AAA0",
"grid_service_limit_mw": 10.5,
"gross_sqft": 903792,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.413,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.27,
"nearby_nodes": 7,
"network_redundancy_score": 0.874,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 325... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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_pres... | {
"build_vs_buy_score": 2.79,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 4.26,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 204213,
"annualized_revenue_impact_usd": 310604,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 573093,
"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.17
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.88
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.296,
"capital_availability": 0.605,
"demand_pressure": 0.691,
"entitlement_friction": 0.27,
"labor_shortage": 1,
"portfolio_tightness": 0.693,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107011",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:03:00Z",
"trace_id": "8a44cbf1-eccd-4a80-bb15-134f920aa048"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.312,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.099,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 3.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-13684FA214",
"grid_service_limit_mw": 22.92,
"gross_sqft": 1427055,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.292,
"nearby_nodes": 3,
"network_redundancy_score": 0.873,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 103033,
"annualized_revenue_impact_usd": 166141,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 383648,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.5
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.43
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.507,
"demand_pressure": 0.664,
"entitlement_friction": 0.292,
"labor_shortage": 1,
"portfolio_tightness": 0.544,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107012",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "2a6c0e22-56e7-42ee-b209-e362e19617a6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.39,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.45,
"battery_mwh": 1.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-7FEAEF4B85",
"grid_service_limit_mw": 12.25,
"gross_sqft": 472253,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.707,
"nearby_nodes": 2,
"network_redundancy_score": 0.63,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 64... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 1.77,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability": 0.684
} | {
"annualized_noi_impact_usd": 100118,
"annualized_revenue_impact_usd": 160654,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 533959,
"expansion_capture_probability_post_event": 0.641,
"lease_rate_change_pct": 3.8,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.51
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 33.59
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.499,
"demand_pressure": 0.996,
"entitlement_friction": 0.707,
"labor_shortage": 0.491,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107013",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:35:00Z",
"trace_id": "666c06c7-e36c-46e9-813d-0f9fbd39c1a0"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.179,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.24,
"battery_mwh": 10.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-DDB9299B75",
"grid_service_limit_mw": 7.14,
"gross_sqft": 1345329,
"infill_site": false,
"lease_expiry_months": 27,... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.305,
"nearby_nodes": 4,
"network_redundancy_score": 0.648,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 596... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": -378661,
"annualized_revenue_impact_usd": -530992,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 522401,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -1.28,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.67
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.775,
"capital_availability": 0.362,
"demand_pressure": 0.457,
"entitlement_friction": 0.305,
"labor_shortage": 1,
"portfolio_tightness": 0.573,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-107014",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:03:00Z",
"trace_id": "49262b8c-66ee-4a3e-b643-3afed5e27668"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.397,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.099,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.24,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-B1C7DC8E55",
"grid_service_limit_mw": 12.21,
"gross_sqft": 1155568,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0.866,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.121,
"nearby_nodes": 3,
"network_redundancy_score": 0.733,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 4.79,
"tenant_expansion_probability": 0.729
} | {
"annualized_noi_impact_usd": 369212,
"annualized_revenue_impact_usd": 557604,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 365074,
"expansion_capture_probability_post_event": 0.702,
"lease_rate_change_pct": 3.92,
"occupancy_shift": 0.035,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 48.58
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.92
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.866,
"demand_pressure": 0.626,
"entitlement_friction": 0.121,
"labor_shortage": 0.889,
"portfolio_tightness": 0.348,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107015",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:48:00Z",
"trace_id": "6c0a853b-0008-40a0-90d6-29232267a5c1"
} | {
"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": 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": 0.254,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.323,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.59,
"battery_mwh": 3.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-B3EF98D82E",
"grid_service_limit_mw": 13.42,
"gross_sqft": 879893,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.613,
"nearby_nodes": 3,
"network_redundancy_score": 0.706,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1114925... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": -1.24,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": -72539,
"annualized_revenue_impact_usd": -121453,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 502323,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -2.11,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.2
},
{
"action": "defer_noncritical... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.741,
"capital_availability": 0.28,
"demand_pressure": 0.599,
"entitlement_friction": 0.613,
"labor_shortage": 0.675,
"portfolio_tightness": 0.362,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-107016",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "8a2ee63c-4e3b-46c4-b27c-4d2ed97021a0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.141,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.67,
"battery_mwh": 5.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-3A4FEAD54D",
"grid_service_limit_mw": 20.12,
"gross_sqft": 834434,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.717,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.695,
"nearby_nodes": 7,
"network_redundancy_score": 0.437,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 140560,... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.9,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.617,
"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": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": 21787,
"annualized_revenue_impact_usd": 37203,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 365073,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.08
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.407,
"capital_availability": 0.717,
"demand_pressure": 0.398,
"entitlement_friction": 0.695,
"labor_shortage": 0.487,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-107017",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:57:00Z",
"trace_id": "53c2dce0-aa05-4e6a-8f64-1f0160b25dac"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.109,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.79,
"battery_mwh": 4.65,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-0AED993726",
"grid_service_limit_mw": 15.36,
"gross_sqft": 1501937,
"infill_site": true,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.213,
"nearby_nodes": 6,
"network_redundancy_score": 0.866,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1360... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.291
... | {
"annualized_noi_impact_usd": -107709,
"annualized_revenue_impact_usd": -181145,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 609366,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -1.41,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.1
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.57,
"demand_pressure": 0.566,
"entitlement_friction": 0.213,
"labor_shortage": 0.858,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-107018",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:01:00Z",
"trace_id": "c0134698-63da-42ee-a9d9-e46a32b258a2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.013,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.6,
"battery_mwh": 11.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-60FB1E4B80",
"grid_service_limit_mw": 19.29,
"gross_sqft": 958152,
"infill_site": true,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.704,
"nearby_nodes": 5,
"network_redundancy_score": 0.322,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1825833... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 76.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": -1.76,
"rent_growth_90d_pct": -1.13,
"tenant_expansion_probability": 0.105
} | {
"annualized_noi_impact_usd": -333518,
"annualized_revenue_impact_usd": -442606,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 520303,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.24,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.19
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.11,
"demand_pressure": 0.212,
"entitlement_friction": 0.704,
"labor_shortage": 0.646,
"portfolio_tightness": 0.362,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-107019",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:36:00Z",
"trace_id": "c4e710d8-3fcf-46f5-a11c-33ff089fddf3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.325,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.279,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.36,
"battery_mwh": 0.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-A999DF742E",
"grid_service_limit_mw": 17.87,
"gross_sqft": 547817,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.277,
"nearby_nodes": 4,
"network_redundancy_score": 0.448,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.4,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": 32724,
"annualized_revenue_impact_usd": 52539,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 542773,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.29,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.466,
"capital_availability": 0.226,
"demand_pressure": 0.958,
"entitlement_friction": 0.277,
"labor_shortage": 0.822,
"portfolio_tightness": 0.322,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-107020",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "0c6389c8-61e8-4e29-bd86-caab1fe26cbb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.018,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.475,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.53,
"battery_mwh": 8.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-B35B6AEB94",
"grid_service_limit_mw": 23.87,
"gross_sqft": 418203,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.399,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.25,
"nearby_nodes": 2,
"network_redundancy_score": 0.801,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 73.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 77.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.1,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.183
} | {
"annualized_noi_impact_usd": -132994,
"annualized_revenue_impact_usd": -183718,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 529616,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.025,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.71
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.292,
"capital_availability": 0.399,
"demand_pressure": 0.213,
"entitlement_friction": 0.25,
"labor_shortage": 0.853,
"portfolio_tightness": 0.524,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107021",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:18:00Z",
"trace_id": "540d2186-7a41-4437-956c-680fb8cead5b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.17,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.177,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.82,
"battery_mwh": 5.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-E617971774",
"grid_service_limit_mw": 15.39,
"gross_sqft": 562377,
"infill_site": true,
"lease_expiry_months": 13,
"occup... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.701,
"nearby_nodes": 2,
"network_redundancy_score": 0.513,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -9381,
"annualized_revenue_impact_usd": -13208,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 734774,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.44
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.77
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.695,
"demand_pressure": 0.716,
"entitlement_friction": 0.701,
"labor_shortage": 0.746,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-107022",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "9c78a45c-9ebc-422f-b5b4-49105e6db13c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.381,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.38,
"battery_mwh": 1.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-AE8D2F74C5",
"grid_service_limit_mw": 15.89,
"gross_sqft": 449791,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.01,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.361,
"nearby_nodes": 5,
"network_redundancy_score": 0.572,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 86.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 52050,
"annualized_revenue_impact_usd": 67859,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 438575,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.81
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.888,
"capital_availability": 0.01,
"demand_pressure": 0.666,
"entitlement_friction": 0.361,
"labor_shortage": 0.824,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107023",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:12:00Z",
"trace_id": "0021b77b-9c9c-47b4-a6cc-9377aa3c96d7"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.006,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.158,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.27,
"battery_mwh": 10.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-96E774A8FD",
"grid_service_limit_mw": 12.33,
"gross_sqft": 1138739,
"infill_site": false,
"lease_expiry_months": 65,
"... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.637,
"nearby_nodes": 3,
"network_redundancy_score": 0.676,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -115780,
"annualized_revenue_impact_usd": -159562,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 530434,
"expansion_capture_probability_post_event": 0.073,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.62
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.767,
"capital_availability": 0.265,
"demand_pressure": 0.596,
"entitlement_friction": 0.637,
"labor_shortage": 0.679,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-107024",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "3d5d1de5-b486-4099-89c2-cc5d0e09e273"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.025,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.492,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.26,
"battery_mwh": 0.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-A669B2742D",
"grid_service_limit_mw": 14.46,
"gross_sqft": 625402,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.362,
"nearby_nodes": 7,
"network_redundancy_score": 0.37,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.262
} | {
"annualized_noi_impact_usd": -66402,
"annualized_revenue_impact_usd": -91230,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 532120,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -0.41,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.6
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.16
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.354,
"demand_pressure": 0.391,
"entitlement_friction": 0.362,
"labor_shortage": 0.663,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-107025",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:53:00Z",
"trace_id": "4a2bee13-f6d3-4aff-80dd-472fccdc75f2"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.087,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.76,
"battery_mwh": 8.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-B297601C4A",
"grid_service_limit_mw": 15.6,
"gross_sqft": 1334623,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.194,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.704,
"nearby_nodes": 3,
"network_redundancy_score": 0.468,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -262822,
"annualized_revenue_impact_usd": -346724,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 479601,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -0.26,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.76
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.597,
"capital_availability": 0.194,
"demand_pressure": 0.455,
"entitlement_friction": 0.704,
"labor_shortage": 0.978,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-107026",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:04:00Z",
"trace_id": "3cca43e0-fe19-470a-a46e-2d23aa255eba"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.099,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.137,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.55,
"battery_mwh": 4.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-FB5B518DB4",
"grid_service_limit_mw": 13.47,
"gross_sqft": 1212150,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0.559,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.702,
"nearby_nodes": 3,
"network_redundancy_score": 0.643,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -143882,
"annualized_revenue_impact_usd": -197839,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 558714,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.06
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.279,
"capital_availability": 0.559,
"demand_pressure": 0.5,
"entitlement_friction": 0.702,
"labor_shortage": 0.848,
"portfolio_tightness": 0.623,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107027",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "b9e30717-cc8f-4a36-ae31-4b0e2a947d54"
} | {
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.024,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.208,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.47,
"battery_mwh": 9.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-856DDE257F",
"grid_service_limit_mw": 22.82,
"gross_sqft": 1346310,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.701,
"nearby_nodes": 5,
"network_redundancy_score": 0.632,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 25.7,
"dock_utilization_pct": 80,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.253
} | {
"annualized_noi_impact_usd": -116851,
"annualized_revenue_impact_usd": -170488,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 593005,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -2.59,
"occupancy_shift": 0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.28
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.298,
"demand_pressure": 0.35,
"entitlement_friction": 0.701,
"labor_shortage": 0.499,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-107028",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:28:00Z",
"trace_id": "ad47126e-b391-470a-8359-a06faf25363b"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.389,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 6.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-EA16656BC3",
"grid_service_limit_mw": 16.17,
"gross_sqft": 416875,
"infill_site": false,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.604,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.802,
"nearby_nodes": 6,
"network_redundancy_score": 0.357,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 86.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 3.97,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.744
} | {
"annualized_noi_impact_usd": 133242,
"annualized_revenue_impact_usd": 180407,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 540940,
"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.41
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.604,
"demand_pressure": 0.664,
"entitlement_friction": 0.802,
"labor_shortage": 0.63,
"portfolio_tightness": 0.574,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107029",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:28:00Z",
"trace_id": "07c56115-ca7e-4f4e-a3d5-b32389bc8217"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.275,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.473,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.38,
"battery_mwh": 2.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-7A89F43D4B",
"grid_service_limit_mw": 9.48,
"gross_sqft": 687683,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.297,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.577,
"nearby_nodes": 8,
"network_redundancy_score": 0.362,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 85.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.48
... | {
"annualized_noi_impact_usd": -76680,
"annualized_revenue_impact_usd": -129274,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 691930,
"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": -0.65,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.97
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.03
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.297,
"demand_pressure": 0.615,
"entitlement_friction": 0.577,
"labor_shortage": 0.854,
"portfolio_tightness": 0.592,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107030",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:25:00Z",
"trace_id": "31fde8e2-a892-4d19-8361-3ae4bb5762a0"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.125,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.152,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.33,
"battery_mwh": 1.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-DD5E0FF7E4",
"grid_service_limit_mw": 19.43,
"gross_sqft": 661087,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.675,
"nearby_nodes": 3,
"network_redundancy_score": 0.372,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": -55655,
"annualized_revenue_impact_usd": -73157,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 526392,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -2.03,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.94
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.26,
"demand_pressure": 0.539,
"entitlement_friction": 0.675,
"labor_shortage": 0.924,
"portfolio_tightness": 0.549,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-107031",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "e4b03b5f-b31c-4d4c-aaa8-0b1edf5d0ce2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.356,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.65,
"battery_mwh": 6.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-E4D67D6109",
"grid_service_limit_mw": 10.15,
"gross_sqft": 333960,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.133,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.607,
"nearby_nodes": 4,
"network_redundancy_score": 0.657,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 43383,
"annualized_revenue_impact_usd": 67348,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 573309,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.5
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.848,
"capital_availability": 0.133,
"demand_pressure": 0.822,
"entitlement_friction": 0.607,
"labor_shortage": 0.755,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-107032",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:36:00Z",
"trace_id": "b5205d62-b16c-4109-ae72-0ae30545b07b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 6.9,
"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": 0.011,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.207,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.61,
"battery_mwh": 10.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-6709B1D7B5",
"grid_service_limit_mw": 16.32,
"gross_sqft": 1263652,
"infill_site": true,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.337,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.67,
"nearby_nodes": 3,
"network_redundancy_score": 0.551,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 261823,... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.65,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -75435,
"annualized_revenue_impact_usd": -99974,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 491519,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -1.08,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.64
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.156,
"capital_availability": 0.337,
"demand_pressure": 0.54,
"entitlement_friction": 0.67,
"labor_shortage": 0.564,
"portfolio_tightness": 0.434,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-107033",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:31:00Z",
"trace_id": "1122626a-d66f-4bcf-8f3b-6c9bbd884606"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.488,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.52,
"battery_mwh": 5.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-CB0E0A2393",
"grid_service_limit_mw": 9.2,
"gross_sqft": 992341,
"infill_site": true,
"lease_expiry_months": 26,
"occupan... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.245,
"nearby_nodes": 8,
"network_redundancy_score": 0.447,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -378325,
"annualized_revenue_impact_usd": -561127,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 603155,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -2.13,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.06
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.05
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.591,
"demand_pressure": 0.447,
"entitlement_friction": 0.245,
"labor_shortage": 1,
"portfolio_tightness": 0.583,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-107034",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:59:00Z",
"trace_id": "ecfcc6c2-d07e-48eb-9b5a-712153154625"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"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": 0.238,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.68,
"battery_mwh": 3.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-551C12062D",
"grid_service_limit_mw": 14.15,
"gross_sqft": 840831,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.092,
"nearby_nodes": 6,
"network_redundancy_score": 0.455,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": 3819,
"annualized_revenue_impact_usd": 5516,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 405977,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.29
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.237,
"demand_pressure": 0.619,
"entitlement_friction": 0.092,
"labor_shortage": 0.536,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-107035",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:03:00Z",
"trace_id": "181efab2-9471-4eec-94e6-7071e7e8f844"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.04,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.48,
"battery_mwh": 10.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-231E154C2D",
"grid_service_limit_mw": 21.47,
"gross_sqft": 1214570,
"infill_site": false,
"lease_expiry_months": 59... | {
"capital_availability": 0.726,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.504,
"nearby_nodes": 6,
"network_redundancy_score": 0.778,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"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": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -274163,
"annualized_revenue_impact_usd": -355667,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 530725,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -2.35,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.42
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.23
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.299,
"capital_availability": 0.726,
"demand_pressure": 0.326,
"entitlement_friction": 0.504,
"labor_shortage": 0.672,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107036",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "7eccaad8-9b5f-4c7e-9574-264bdac2d236"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"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": 0.307,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.376,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.38,
"battery_mwh": 5.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-F7220DD620",
"grid_service_limit_mw": 15.45,
"gross_sqft": 332870,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.487,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.854,
"nearby_nodes": 8,
"network_redundancy_score": 0.495,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.549
} | {
"annualized_noi_impact_usd": 37368,
"annualized_revenue_impact_usd": 63683,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 501752,
"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 1.07,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41
},
{
"action": "activate_temp_labor",
"reason": "la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.768,
"capital_availability": 0.086,
"demand_pressure": 0.71,
"entitlement_friction": 0.854,
"labor_shortage": 1,
"portfolio_tightness": 0.69,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107037",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:49:00Z",
"trace_id": "4e6139a8-00b0-48f1-9780-75354b74f046"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.013,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.441,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.3,
"battery_mwh": 6.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-687EFEB968",
"grid_service_limit_mw": 19.23,
"gross_sqft": 804690,
"infill_site": true,
"lease_expiry_months": 41,
"... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.369,
"nearby_nodes": 3,
"network_redundancy_score": 0.734,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 790265,
... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 77.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.87,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": -1.43,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -296962,
"annualized_revenue_impact_usd": -398273,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 693859,
"expansion_capture_probability_post_event": 0.038,
"lease_rate_change_pct": -4.53,
"occupancy_shift": -0.024,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.76
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.572,
"demand_pressure": 0.213,
"entitlement_friction": 0.369,
"labor_shortage": 0.887,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-107038",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "f1fea446-105a-429c-8a58-56559121dfeb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": -0.024,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.78,
"battery_mwh": 9.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-8D4F60DA98",
"grid_service_limit_mw": 9.61,
"gross_sqft": 586067,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.755,
"nearby_nodes": 7,
"network_redundancy_score": 0.867,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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": 2.67,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 4.67,
"tenant_expansion_probability": 0.301
} | {
"annualized_noi_impact_usd": 7338,
"annualized_revenue_impact_usd": 12190,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 558579,
"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0.021,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.8
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.55
},
{
"action": "lock_power_capacity_r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.551,
"capital_availability": 0.3,
"demand_pressure": 0.618,
"entitlement_friction": 0.755,
"labor_shortage": 0.644,
"portfolio_tightness": 0.598,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-107039",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "ae6f68e8-2f24-482a-b61e-104668c16926"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.38,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 0.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-6D09B0BB92",
"grid_service_limit_mw": 12.37,
"gross_sqft": 1062185,
"infill_site": false,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.805,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.699,
"nearby_nodes": 4,
"network_redundancy_score": 0.399,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 64... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 4.91,
"rent_growth_90d_pct": 6.22,
"tenant_expansion_probability": 0.741
} | {
"annualized_noi_impact_usd": 825015,
"annualized_revenue_impact_usd": 1077330,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 508261,
"expansion_capture_probability_post_event": 0.7,
"lease_rate_change_pct": 4.65,
"occupancy_shift": 0.035,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.8
},
{
"action": "raise_priority... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.805,
"demand_pressure": 0.8,
"entitlement_friction": 0.699,
"labor_shortage": 0.723,
"portfolio_tightness": 0.639,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107040",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "cd2995f8-fd9b-4c4c-b441-ee93c46d4c7f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.242,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.43,
"battery_mwh": 3.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-4E6486FEE9",
"grid_service_limit_mw": 13.62,
"gross_sqft": 698649,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.765,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.645,
"nearby_nodes": 3,
"network_redundancy_score": 0.813,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.48,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -26798,
"annualized_revenue_impact_usd": -39937,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 671943,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 0.13,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.99
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.73
},
{
"action": "shift_overflow_to_satell... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.637,
"capital_availability": 0.47,
"demand_pressure": 0.53,
"entitlement_friction": 0.645,
"labor_shortage": 0.519,
"portfolio_tightness": 0.34,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-107041",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:13:00Z",
"trace_id": "df12f859-7726-4ea6-9150-26d3a6c81d67"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.099,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.26,
"battery_mwh": 6.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-20FED18318",
"grid_service_limit_mw": 19.77,
"gross_sqft": 1297601,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.445,
"nearby_nodes": 7,
"network_redundancy_score": 0.454,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 78.8,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.5,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": -0.92,
"tenant_expansion_probability": 0.156
} | {
"annualized_noi_impact_usd": -330531,
"annualized_revenue_impact_usd": -445591,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 482907,
"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -3.83,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.56
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 21.82
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.09,
"demand_pressure": 0.279,
"entitlement_friction": 0.445,
"labor_shortage": 0.691,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107042",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:35:00Z",
"trace_id": "5ce19e34-b596-4012-8a41-ee9863d2358e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.438,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.238,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.64,
"battery_mwh": 11.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-5C39B1F6FA",
"grid_service_limit_mw": 15.96,
"gross_sqft": 423877,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.253,
"nearby_nodes": 6,
"network_redundancy_score": 0.746,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 96.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.3,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 77049,
"annualized_revenue_impact_usd": 130280,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 570390,
"expansion_capture_probability_post_event": 0.625,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.45
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.474,
"capital_availability": 0.62,
"demand_pressure": 0.826,
"entitlement_friction": 0.253,
"labor_shortage": 0.913,
"portfolio_tightness": 0.616,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107043",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "056feb56-6a9d-4c50-8e97-a17b7009eb57"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.136,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.4,
"battery_mwh": 3.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-635C41AA4F",
"grid_service_limit_mw": 15.2,
"gross_sqft": 577341,
"infill_site": false,
"lease_expiry_months": 64,
"... | {
"capital_availability": 0.089,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.563,
"nearby_nodes": 6,
"network_redundancy_score": 0.837,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 758... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.62,
"rent_growth_90d_pct": -1.24,
"tenant_expansion_probability": 0.305... | {
"annualized_noi_impact_usd": -43710,
"annualized_revenue_impact_usd": -74920,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 442792,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -2.86,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.18
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.872,
"capital_availability": 0.089,
"demand_pressure": 0.418,
"entitlement_friction": 0.563,
"labor_shortage": 0.836,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107044",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:11:00Z",
"trace_id": "337eb133-512d-475e-a6de-fe1fbb6ce31d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.442,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.69,
"battery_mwh": 10.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-C40F892C37",
"grid_service_limit_mw": 12.53,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.679,
"nearby_nodes": 7,
"network_redundancy_score": 0.865,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 146... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 89.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.3,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.64... | {
"annualized_noi_impact_usd": 28729,
"annualized_revenue_impact_usd": 47343,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 659802,
"expansion_capture_probability_post_event": 0.522,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.44
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.608,
"demand_pressure": 0.793,
"entitlement_friction": 0.679,
"labor_shortage": 0.761,
"portfolio_tightness": 0.706,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107045",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "21be5927-bb86-4de2-86e0-844f08c83ccc"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.429,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.19,
"battery_mwh": 7.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-98F94C18DB",
"grid_service_limit_mw": 11.99,
"gross_sqft": 774163,
"infill_site": false,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0.713,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.726,
"nearby_nodes": 3,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 58.4,
"dock_utilization_pct": 90.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 5.4,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 328746,
"annualized_revenue_impact_usd": 552303,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 572552,
"expansion_capture_probability_post_event": 0.608,
"lease_rate_change_pct": 3.8,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 47.78
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.39
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.713,
"demand_pressure": 0.855,
"entitlement_friction": 0.726,
"labor_shortage": 1,
"portfolio_tightness": 0.597,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107046",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:31:00Z",
"trace_id": "a254b7f1-96a2-46e2-81df-904e18f4c27a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.095,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.448,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 3.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-1F46E0CD49",
"grid_service_limit_mw": 8.73,
"gross_sqft": 1344378,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.4,
"nearby_nodes": 6,
"network_redundancy_score": 0.818,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1892... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -255002,
"annualized_revenue_impact_usd": -383788,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 405988,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -1.08,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.9
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.334,
"capital_availability": 0.503,
"demand_pressure": 0.515,
"entitlement_friction": 0.4,
"labor_shortage": 0.831,
"portfolio_tightness": 0.639,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-107047",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T07:09:00Z",
"trace_id": "5815b240-4b7e-4858-83e7-01091b3966cd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.12,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.67,
"battery_mwh": 3.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-0F752F1E60",
"grid_service_limit_mw": 25.86,
"gross_sqft": 999692,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.767,
"nearby_nodes": 8,
"network_redundancy_score": 0.37,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 0.07,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -82948,
"annualized_revenue_impact_usd": -110944,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 435854,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -2.48,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.79
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.94
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0.53,
"demand_pressure": 0.53,
"entitlement_friction": 0.767,
"labor_shortage": 0.903,
"portfolio_tightness": 0.567,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-107048",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "0757f533-b890-4df6-8844-b6ce1e32e014"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"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": 0.105,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.455,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.32,
"battery_mwh": 2.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-E003E4712A",
"grid_service_limit_mw": 25.45,
"gross_sqft": 1066351,
"infill_site": true,
"lease_expiry_months": 39,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.141,
"nearby_nodes": 6,
"network_redundancy_score": 0.498,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1954137,
... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -224732,
"annualized_revenue_impact_usd": -341871,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 480304,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.27
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.795,
"capital_availability": 0,
"demand_pressure": 0.351,
"entitlement_friction": 0.141,
"labor_shortage": 0.69,
"portfolio_tightness": 0.5,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-107049",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:16:00Z",
"trace_id": "b09af254-4c4d-42b4-8c55-50090c577c63"
} | {
"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": "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": true,
"growth_rate": 0.382,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.42,
"battery_mwh": 11.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-A407525ED1",
"grid_service_limit_mw": 16.44,
"gross_sqft": 314384,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.709,
"nearby_nodes": 2,
"network_redundancy_score": 0.651,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 212... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 1.51,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": 4249,
"annualized_revenue_impact_usd": 6570,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 677761,
"expansion_capture_probability_post_event": 0.387,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.005,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.2
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.93
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.37,
"demand_pressure": 0.64,
"entitlement_friction": 0.709,
"labor_shortage": 0.541,
"portfolio_tightness": 0.434,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107050",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:15:00Z",
"trace_id": "db16626a-e0e5-4e52-a620-b5407758f4bf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.424,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.25,
"battery_mwh": 5.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-48D00A3B67",
"grid_service_limit_mw": 16.57,
"gross_sqft": 1092706,
"infill_site": true,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.724,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.405,
"nearby_nodes": 3,
"network_redundancy_score": 0.571,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.8,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 4.4,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.756
} | {
"annualized_noi_impact_usd": 380365,
"annualized_revenue_impact_usd": 507288,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 583607,
"expansion_capture_probability_post_event": 0.718,
"lease_rate_change_pct": 4.73,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.59
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.153,
"capital_availability": 0.724,
"demand_pressure": 0.803,
"entitlement_friction": 0.405,
"labor_shortage": 0.536,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107051",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:18:00Z",
"trace_id": "a5bcdea9-0ae4-4682-9923-b15ccb2e24c8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.341,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.073,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.66,
"battery_mwh": 7.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-88C34B0917",
"grid_service_limit_mw": 13.37,
"gross_sqft": 1100209,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.751,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.317,
"nearby_nodes": 4,
"network_redundancy_score": 0.646,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 86.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 42512,
"annualized_revenue_impact_usd": 69706,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 708059,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.4
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.88
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.451,
"capital_availability": 0.751,
"demand_pressure": 0.684,
"entitlement_friction": 0.317,
"labor_shortage": 0.713,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-107052",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:50:00Z",
"trace_id": "e9f88ada-04c2-44e6-a13c-26bf40971037"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.002,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_... | {
"automation_penetration": 0.33,
"battery_mwh": 5.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-D1767F60E7",
"grid_service_limit_mw": 15.65,
"gross_sqft": 595219,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.978,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.467,
"nearby_nodes": 4,
"network_redundancy_score": 0.788,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.2,
"dock_utilization_pct": 78.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.3,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -71703,
"annualized_revenue_impact_usd": -97340,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 591446,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1.64,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.06
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.182,
"capital_availability": 0.978,
"demand_pressure": 0.256,
"entitlement_friction": 0.467,
"labor_shortage": 0.607,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107053",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:31:00Z",
"trace_id": "3e6c6a3a-e756-4427-9125-3bc2f3daba2e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.431,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 6.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-090DCD7D8D",
"grid_service_limit_mw": 15.22,
"gross_sqft": 1011531,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.342,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.265,
"nearby_nodes": 4,
"network_redundancy_score": 0.703,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 80.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.697
} | {
"annualized_noi_impact_usd": 298457,
"annualized_revenue_impact_usd": 467790,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 675653,
"expansion_capture_probability_post_event": 0.628,
"lease_rate_change_pct": 2.89,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.6
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.54
},
{
"action": "escalate_utility_i... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.242,
"demand_pressure": 0.602,
"entitlement_friction": 0.265,
"labor_shortage": 0.821,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107054",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:52:00Z",
"trace_id": "627b2aa6-ea63-4699-8feb-c84fcacc9e39"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.142,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.283,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.69,
"battery_mwh": 3.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-C101FB0792",
"grid_service_limit_mw": 13.72,
"gross_sqft": 1356120,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.195,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.693,
"nearby_nodes": 3,
"network_redundancy_score": 0.55,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": -110340,
"annualized_revenue_impact_usd": -141768,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 365395,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -1.88,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.09
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.581,
"capital_availability": 0.195,
"demand_pressure": 0.53,
"entitlement_friction": 0.693,
"labor_shortage": 0.7,
"portfolio_tightness": 0.522,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107055",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:53:00Z",
"trace_id": "4fa59e5b-ec45-4312-afed-f9792673718d"
} | {
"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": "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"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.112,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.102,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.54,
"battery_mwh": 2.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-01FCD9C7D0",
"grid_service_limit_mw": 18.13,
"gross_sqft": 1148505,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.469,
"nearby_nodes": 3,
"network_redundancy_score": 0.33,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1694555,... | [
{
"appointment_fill_pct": 73.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 80.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -141754,
"annualized_revenue_impact_usd": -203731,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 556517,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -2.56,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.19
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.19
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.281,
"capital_availability": 0.55,
"demand_pressure": 0.363,
"entitlement_friction": 0.469,
"labor_shortage": 0.824,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-107056",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:26:00Z",
"trace_id": "e4114aa9-1914-46dd-a266-2630ccd57341"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.247,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.337,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.38,
"battery_mwh": 2.9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-397761F042",
"grid_service_limit_mw": 10.39,
"gross_sqft": 586962,
"infill_site": false,
"lease_expiry_months": 10,
"occup... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.765,
"nearby_nodes": 5,
"network_redundancy_score": 0.448,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": -1.13,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": -58326,
"annualized_revenue_impact_usd": -76622,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 692730,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -2.37,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.91
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.2
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0.289,
"demand_pressure": 0.486,
"entitlement_friction": 0.765,
"labor_shortage": 0.666,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107057",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:37:00Z",
"trace_id": "c703d944-3bf4-496a-a471-64e23623a881"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.283,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.205,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.42,
"battery_mwh": 6.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-A9A3F97CD5",
"grid_service_limit_mw": 17.34,
"gross_sqft": 1171016,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.561,
"nearby_nodes": 3,
"network_redundancy_score": 0.386,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 110578... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.479... | {
"annualized_noi_impact_usd": 29792,
"annualized_revenue_impact_usd": 47815,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 615266,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.34
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.554,
"demand_pressure": 0.461,
"entitlement_friction": 0.561,
"labor_shortage": 0.706,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107058",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:06:00Z",
"trace_id": "d1df80fb-599f-4f9c-bf91-3e6873c19032"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.422,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.65,
"battery_mwh": 11.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-F0FA1E565E",
"grid_service_limit_mw": 14.62,
"gross_sqft": 715243,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.35,
"nearby_nodes": 5,
"network_redundancy_score": 0.657,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 94... | [
{
"appointment_fill_pct": 72.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 78.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.132
} | {
"annualized_noi_impact_usd": -185648,
"annualized_revenue_impact_usd": -258687,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 487297,
"expansion_capture_probability_post_event": 0.033,
"lease_rate_change_pct": -1.49,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.57
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.626,
"demand_pressure": 0.279,
"entitlement_friction": 0.35,
"labor_shortage": 0.529,
"portfolio_tightness": 0.454,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-107059",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "693fc4a5-2f5d-4869-ab34-04e937a18493"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.058,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.77,
"battery_mwh": 5.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-4AE1EDC7B0",
"grid_service_limit_mw": 17.54,
"gross_sqft": 538418,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.508,
"nearby_nodes": 8,
"network_redundancy_score": 0.548,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.65,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -51333,
"annualized_revenue_impact_usd": -72475,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 445510,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -2.07,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"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": 29.43
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.519,
"demand_pressure": 0.54,
"entitlement_friction": 0.508,
"labor_shortage": 0.779,
"portfolio_tightness": 0.343,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-107060",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "050d20a1-6c93-4e07-8c57-e8e9b6ae912c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.132,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.77,
"battery_mwh": 9.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-422300808C",
"grid_service_limit_mw": 14.24,
"gross_sqft": 774653,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.183,
"nearby_nodes": 2,
"network_redundancy_score": 0.498,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"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": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": 17893,
"annualized_revenue_impact_usd": 26517,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 425303,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.62
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.05
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0.407,
"demand_pressure": 0.424,
"entitlement_friction": 0.183,
"labor_shortage": 0.804,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-107061",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "47eef706-cf1d-4e34-8f49-1adae1669cca"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"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": 0.236,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.42,
"battery_mwh": 5.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-5C06B2EAF1",
"grid_service_limit_mw": 15.24,
"gross_sqft": 909167,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.822,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.462,
"nearby_nodes": 2,
"network_redundancy_score": 0.397,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.97,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": 63798,
"annualized_revenue_impact_usd": 86213,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 589903,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.63
},
{
"action": "escalate_uti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.118,
"capital_availability": 0.822,
"demand_pressure": 0.568,
"entitlement_friction": 0.462,
"labor_shortage": 0.645,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.718,
"id": "FORGE-107062",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:22:00Z",
"trace_id": "3095ba4d-db9f-4949-afb2-9f1600e5e41b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.007,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.67,
"battery_mwh": 11.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-BD6DE983AD",
"grid_service_limit_mw": 10.84,
"gross_sqft": 639742,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.799,
"nearby_nodes": 7,
"network_redundancy_score": 0.485,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.621,
"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": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 4.35,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": 25819,
"annualized_revenue_impact_usd": 38664,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 441017,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.34
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.82
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.451,
"capital_availability": 0.219,
"demand_pressure": 0.389,
"entitlement_friction": 0.799,
"labor_shortage": 0.718,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-107063",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "66ff7a66-e1ab-430f-83fd-b50c5d77d51c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.388,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.7,
"battery_mwh": 6.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-4E878C1609",
"grid_service_limit_mw": 15.55,
"gross_sqft": 1228812,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.472,
"nearby_nodes": 5,
"network_redundancy_score": 0.722,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.7,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.711
} | {
"annualized_noi_impact_usd": 175236,
"annualized_revenue_impact_usd": 279099,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 409354,
"expansion_capture_probability_post_event": 0.681,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.11
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.683,
"demand_pressure": 0.646,
"entitlement_friction": 0.472,
"labor_shortage": 0.504,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-107064",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:02:00Z",
"trace_id": "3c5d0e3a-4880-4276-8d1b-ae1747f6d772"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.14,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.107,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.5,
"battery_mwh": 0.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-F65C9755ED",
"grid_service_limit_mw": 10.8,
"gross_sqft": 1038078,
"infill_site": true,
"lease_expiry_months": 70,
"... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.523,
"nearby_nodes": 6,
"network_redundancy_score": 0.814,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 37... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -146080,
"annualized_revenue_impact_usd": -225583,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 624262,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.59
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.464,
"capital_availability": 0.033,
"demand_pressure": 0.414,
"entitlement_friction": 0.523,
"labor_shortage": 1,
"portfolio_tightness": 0.608,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107065",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:58:00Z",
"trace_id": "05d01222-0944-492e-977f-b40cdea06af2"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.006,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.44,
"battery_mwh": 6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-230679E1F4",
"grid_service_limit_mw": 9.33,
"gross_sqft": 554993,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.203,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.718,
"nearby_nodes": 4,
"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": -0.42,
"tenant_expansion_probability": 0.098
} | {
"annualized_noi_impact_usd": -265046,
"annualized_revenue_impact_usd": -383559,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 45,
"estimated_capex_usd": 756565,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.7,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.57
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.19
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.857,
"capital_availability": 0.203,
"demand_pressure": 0.442,
"entitlement_friction": 0.718,
"labor_shortage": 0.97,
"portfolio_tightness": 0.579,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-107066",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:08:00Z",
"trace_id": "ced1cf2f-c3fc-45b6-986e-a5ca14fe5ee1"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.407,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.328,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.37,
"battery_mwh": 6.9,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-A4158886BE",
"grid_service_limit_mw": 10.84,
"gross_sqft": 1011760,
"infill_site": false,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.34,
"nearby_nodes": 8,
"network_redundancy_score": 0.365,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1474876... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 58.4,
"dock_utilization_pct": 90.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.01,
"rent_growth_90d_pct": 5.12,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 379198,
"annualized_revenue_impact_usd": 570938,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 477893,
"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 3.7,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.41
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.32
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.819,
"capital_availability": 0,
"demand_pressure": 0.838,
"entitlement_friction": 0.34,
"labor_shortage": 1,
"portfolio_tightness": 0.672,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-107067",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:07:00Z",
"trace_id": "115d2ee2-e249-4af9-9d43-49d995a7a6bd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.397,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.69,
"battery_mwh": 9.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-B556558148",
"grid_service_limit_mw": 13.53,
"gross_sqft": 556330,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.144,
"nearby_nodes": 8,
"network_redundancy_score": 0.372,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 72,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.552... | {
"annualized_noi_impact_usd": 13447,
"annualized_revenue_impact_usd": 18591,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 505855,
"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 2.71,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.61
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.156,
"demand_pressure": 0.603,
"entitlement_friction": 0.144,
"labor_shortage": 0.595,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107068",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:39:00Z",
"trace_id": "91ac3bfa-1ab2-415b-be2d-27dcfe0975e6"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.67,
"battery_mwh": 2.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-4233BD9C8E",
"grid_service_limit_mw": 12.6,
"gross_sqft": 650857,
"infill_site": false,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.084,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.468,
"nearby_nodes": 6,
"network_redundancy_score": 0.311,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_pc... | {
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -167540,
"annualized_revenue_impact_usd": -274237,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 455493,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -1.06,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35
},
{
"action": "secure_pop_up_capacity",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.603,
"capital_availability": 0.084,
"demand_pressure": 0.4,
"entitlement_friction": 0.468,
"labor_shortage": 0.944,
"portfolio_tightness": 0.645,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107069",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:50:00Z",
"trace_id": "17f03fcb-c3f1-420d-8a2a-c097fe3b33ff"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.026,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.25,
"battery_mwh": 10.71,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-D9349A15E5",
"grid_service_limit_mw": 15.2,
"gross_sqft": 764732,
"infill_site": true,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.645,
"nearby_nodes": 7,
"network_redundancy_score": 0.695,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 338686,... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.195
} | {
"annualized_noi_impact_usd": -112180,
"annualized_revenue_impact_usd": -184099,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 533135,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -1.93,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.89
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.91
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0.193,
"demand_pressure": 0.428,
"entitlement_friction": 0.645,
"labor_shortage": 0.703,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-107070",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:49:00Z",
"trace_id": "4fe84bde-35f5-433c-a479-d624c311cbbb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.015,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.8,
"battery_mwh": 1.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-09A0F7E9B7",
"grid_service_limit_mw": 17.16,
"gross_sqft": 375165,
"infill_site": false,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.351,
"nearby_nodes": 5,
"network_redundancy_score": 0.815,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 72.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 78.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.664,
"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": 2.59,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.2,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -46956,
"annualized_revenue_impact_usd": -69835,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 586693,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -2.6,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.28
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.515,
"demand_pressure": 0.242,
"entitlement_friction": 0.351,
"labor_shortage": 0.706,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107071",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:15:00Z",
"trace_id": "46265160-b835-43f1-8e5a-493f710f122e"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.239,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.76,
"battery_mwh": 0.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-BA90B83853",
"grid_service_limit_mw": 12.78,
"gross_sqft": 1095451,
"infill_site": false,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.807,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.299,
"nearby_nodes": 2,
"network_redundancy_score": 0.556,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"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": 2.96,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 240276,
"annualized_revenue_impact_usd": 311912,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 406803,
"expansion_capture_probability_post_event": 0.557,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.12
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.43
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.807,
"demand_pressure": 0.519,
"entitlement_friction": 0.299,
"labor_shortage": 0.88,
"portfolio_tightness": 0.602,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-107072",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "2900b4a0-ddea-4cc2-92ba-fbf91a0bc4be"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"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": 0.234,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.109,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.47,
"battery_mwh": 7.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-FEB1AA7A87",
"grid_service_limit_mw": 20.11,
"gross_sqft": 722844,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.565,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.281,
"nearby_nodes": 3,
"network_redundancy_score": 0.879,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 96.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.8,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": 5106,
"annualized_revenue_impact_usd": 7978,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 407758,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.06
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.565,
"demand_pressure": 0.898,
"entitlement_friction": 0.281,
"labor_shortage": 0.902,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107073",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "8e7d7b4a-19e9-4ad1-8235-21839b458d5a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"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": 0.2,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.43,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.76,
"battery_mwh": 11.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-76655FBEF7",
"grid_service_limit_mw": 27.41,
"gross_sqft": 369466,
"infill_site": true,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.58,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.443,
"nearby_nodes": 5,
"network_redundancy_score": 0.581,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.40... | {
"annualized_noi_impact_usd": -7101,
"annualized_revenue_impact_usd": -11905,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 528142,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 1.84,
"occupancy_shift": -0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.2
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.63,
"capital_availability": 0.58,
"demand_pressure": 0.492,
"entitlement_friction": 0.443,
"labor_shortage": 0.563,
"portfolio_tightness": 0.53,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-107074",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "2f808b61-942a-4dab-a284-d49a930a275d"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.366,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.26,
"battery_mwh": 5.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-9E93D65545",
"grid_service_limit_mw": 14.14,
"gross_sqft": 1129454,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.59,
"nearby_nodes": 7,
"network_redundancy_score": 0.487,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 93,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 157574,
"annualized_revenue_impact_usd": 211686,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 646135,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 2.8,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.52
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.58
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.635,
"capital_availability": 0.16,
"demand_pressure": 0.556,
"entitlement_friction": 0.59,
"labor_shortage": 0.829,
"portfolio_tightness": 0.699,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107075",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "13bd4c5e-996b-4937-951a-99807850cf77"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.169,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.42,
"battery_mwh": 1.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-F5D5AC5EE5",
"grid_service_limit_mw": 14.48,
"gross_sqft": 679745,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.091,
"nearby_nodes": 4,
"network_redundancy_score": 0.373,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 60.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.67,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91.3,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": 29267,
"annualized_revenue_impact_usd": 47024,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 494192,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.49
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.612,
"demand_pressure": 0.476,
"entitlement_friction": 0.091,
"labor_shortage": 0.71,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-107076",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:10:00Z",
"trace_id": "cae6f315-59aa-4a1f-a22f-28df1823fc4c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": -0.01,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.506,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.21,
"battery_mwh": 2.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-025C60F546",
"grid_service_limit_mw": 16.83,
"gross_sqft": 922672,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.104,
"nearby_nodes": 4,
"network_redundancy_score": 0.695,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -168994,
"annualized_revenue_impact_usd": -240036,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 594990,
"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": -2.16,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.45
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.356,
"capital_availability": 0.162,
"demand_pressure": 0.37,
"entitlement_friction": 0.104,
"labor_shortage": 0.844,
"portfolio_tightness": 0.437,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-107077",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:40:00Z",
"trace_id": "65c53aa6-3c6c-4e23-89f0-d49349d4acda"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.039,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.394,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.3,
"battery_mwh": 1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-A848D5A1BB",
"grid_service_limit_mw": 6.45,
"gross_sqft": 855874,
"infill_site": false,
"lease_expiry_months": 58,
"occupanc... | {
"capital_availability": 0.456,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.648,
"nearby_nodes": 3,
"network_redundancy_score": 0.807,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.6,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -197589,
"annualized_revenue_impact_usd": -307929,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 589553,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -1.88,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.77
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.456,
"demand_pressure": 0.456,
"entitlement_friction": 0.648,
"labor_shortage": 0.875,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107078",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:41:00Z",
"trace_id": "80a8de0a-3725-4a37-905a-9e6b929813c2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.115,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.386,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.46,
"battery_mwh": 10.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-805FE6DC7D",
"grid_service_limit_mw": 14.61,
"gross_sqft": 1136410,
"infill_site": false,
"lease_expiry_months": 9,... | {
"capital_availability": 0.439,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.439,
"nearby_nodes": 6,
"network_redundancy_score": 0.413,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 84.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -97845,
"annualized_revenue_impact_usd": -136866,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 419003,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.05
},
{
"action": "offer_preemptive_expansion_term_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.814,
"capital_availability": 0.439,
"demand_pressure": 0.54,
"entitlement_friction": 0.439,
"labor_shortage": 0.75,
"portfolio_tightness": 0.619,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107079",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:36:00Z",
"trace_id": "04ca55c1-1cc4-4e25-8770-93f2b4cd333a"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.098,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.29,
"battery_mwh": 8.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-EB145C7EDF",
"grid_service_limit_mw": 10.59,
"gross_sqft": 1158539,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.506,
"nearby_nodes": 6,
"network_redundancy_score": 0.463,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 70... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -304033,
"annualized_revenue_impact_usd": -455020,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 709424,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -2.4,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.54
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.499,
"demand_pressure": 0.292,
"entitlement_friction": 0.506,
"labor_shortage": 1,
"portfolio_tightness": 0.606,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-107080",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "6567c0fe-4a35-458c-a817-6425e6e1005c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.076,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.07,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.64,
"battery_mwh": 4.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-2DFE1BB352",
"grid_service_limit_mw": 19.21,
"gross_sqft": 284870,
"infill_site": true,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.315,
"nearby_nodes": 6,
"network_redundancy_score": 0.364,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 79.6,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -19169,
"annualized_revenue_impact_usd": -25801,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 446412,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": 0.16,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.58
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 24.2
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.602,
"capital_availability": 0.66,
"demand_pressure": 0.316,
"entitlement_friction": 0.315,
"labor_shortage": 0.617,
"portfolio_tightness": 0.516,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107081",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:52:00Z",
"trace_id": "1531032e-1054-43e3-b608-60a87f759816"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.131,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.81,
"battery_mwh": 3.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-C7F8209399",
"grid_service_limit_mw": 22.66,
"gross_sqft": 1102295,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0.108,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.227,
"nearby_nodes": 3,
"network_redundancy_score": 0.67,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1919534... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability": 0.178
} | {
"annualized_noi_impact_usd": -199532,
"annualized_revenue_impact_usd": -260926,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 369036,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -1.97,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.76
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.108,
"demand_pressure": 0.355,
"entitlement_friction": 0.227,
"labor_shortage": 0.693,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107082",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:56:00Z",
"trace_id": "1e785460-e717-473c-a324-54e6f8b82273"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.328,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 5.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-D7F60FF7D3",
"grid_service_limit_mw": 12.33,
"gross_sqft": 465147,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.83,
"nearby_nodes": 4,
"network_redundancy_score": 0.311,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rate_... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.677
} | {
"annualized_noi_impact_usd": 245983,
"annualized_revenue_impact_usd": 335380,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 442867,
"expansion_capture_probability_post_event": 0.628,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.034,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.5
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.83
},
{
"action": "rebalance_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.663,
"demand_pressure": 0.816,
"entitlement_friction": 0.83,
"labor_shortage": 0.799,
"portfolio_tightness": 0.591,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-107083",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:42:00Z",
"trace_id": "0cc88b5d-5fb4-4877-bcb3-fc3178a65b06"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.383,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.36,
"battery_mwh": 2.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-2B193742D0",
"grid_service_limit_mw": 15.62,
"gross_sqft": 629395,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.144,
"nearby_nodes": 5,
"network_redundancy_score": 0.462,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 399034... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -44511,
"annualized_revenue_impact_usd": -67485,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 691385,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -0.84,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.86
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.619,
"capital_availability": 0.689,
"demand_pressure": 0.511,
"entitlement_friction": 0.144,
"labor_shortage": 0.9,
"portfolio_tightness": 0.448,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-107084",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "c911656f-242e-459f-bda0-7485f6564fb7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": -0.021,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.074,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.74,
"battery_mwh": 1.28,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-25FD9A670A",
"grid_service_limit_mw": 11.57,
"gross_sqft": 271193,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.111,
"nearby_nodes": 8,
"network_redundancy_score": 0.75,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1064... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 78.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": -1.31,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -87756,
"annualized_revenue_impact_usd": -124211,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 585412,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.16,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.64
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.42
},
{
"action": "shift_overflow_to_satellite",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.258,
"demand_pressure": 0.279,
"entitlement_friction": 0.111,
"labor_shortage": 0.697,
"portfolio_tightness": 0.38,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-107085",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:59:00Z",
"trace_id": "7106b2f4-bff3-451a-8267-edb456403a4a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.027,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.452,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.4,
"battery_mwh": 0.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-1ED229E1F3",
"grid_service_limit_mw": 16.67,
"gross_sqft": 1307763,
"infill_site": true,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.744,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.669,
"nearby_nodes": 4,
"network_redundancy_score": 0.805,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 504307,... | [
{
"appointment_fill_pct": 75,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 79.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": -0.42,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -250338,
"annualized_revenue_impact_usd": -377704,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 480196,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.38
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.489,
"capital_availability": 0.744,
"demand_pressure": 0.344,
"entitlement_friction": 0.669,
"labor_shortage": 0.851,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107086",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:21:00Z",
"trace_id": "71113890-4a94-48d2-be6a-f8432def1b31"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.444,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.68,
"battery_mwh": 2.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-AB9F88D97C",
"grid_service_limit_mw": 20.21,
"gross_sqft": 455418,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.031,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.712,
"nearby_nodes": 3,
"network_redundancy_score": 0.494,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 90.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0.593
} | {
"annualized_noi_impact_usd": 63991,
"annualized_revenue_impact_usd": 85479,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 650687,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 3.27,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.78
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.031,
"demand_pressure": 0.89,
"entitlement_friction": 0.712,
"labor_shortage": 0.698,
"portfolio_tightness": 0.515,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107087",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:23:00Z",
"trace_id": "74fbf7b6-7506-409a-985a-99076b97c438"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.196,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.69,
"battery_mwh": 8.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-28211E912F",
"grid_service_limit_mw": 22.48,
"gross_sqft": 901407,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.145,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.098,
"nearby_nodes": 4,
"network_redundancy_score": 0.424,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 81.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": -0.6,
"tenant_expansion_probability": 0.307
} | {
"annualized_noi_impact_usd": -157664,
"annualized_revenue_impact_usd": -245243,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 704798,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -2.6,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0.145,
"demand_pressure": 0.427,
"entitlement_friction": 0.098,
"labor_shortage": 0.914,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-107088",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:19:00Z",
"trace_id": "64ae1dd7-5e41-4777-b74e-81a5f03e0732"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.52,
"battery_mwh": 9.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-2AD9605034",
"grid_service_limit_mw": 10.79,
"gross_sqft": 1198217,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.588,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.674,
"nearby_nodes": 3,
"network_redundancy_score": 0.555,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 39... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fi... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 121178,
"annualized_revenue_impact_usd": 171744,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 519822,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.59,
"occupancy_shift": -0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.33
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.23,
"capital_availability": 0.588,
"demand_pressure": 0.535,
"entitlement_friction": 0.674,
"labor_shortage": 0.879,
"portfolio_tightness": 0.704,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107089",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:46:00Z",
"trace_id": "bc0d80d7-9cca-48b3-892c-bfdd6d9c96b3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.257,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.76,
"battery_mwh": 7.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-980F8516B3",
"grid_service_limit_mw": 23.19,
"gross_sqft": 841356,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.248,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.244,
"nearby_nodes": 5,
"network_redundancy_score": 0.572,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 540511,... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -33147,
"annualized_revenue_impact_usd": -48662,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 484201,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": 0.37,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.17
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.248,
"demand_pressure": 0.57,
"entitlement_friction": 0.244,
"labor_shortage": 0.655,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107090",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "49565087-0691-4b80-b331-2efb23cf6032"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.23,
"battery_mwh": 7.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-1EB86D8761",
"grid_service_limit_mw": 21.67,
"gross_sqft": 795169,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.284,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.687,
"nearby_nodes": 4,
"network_redundancy_score": 0.387,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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": 2.57,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 4.42,
"rent_growth_90d_pct": 5.91,
"tenant_expansion_probability": 0.778
} | {
"annualized_noi_impact_usd": 267655,
"annualized_revenue_impact_usd": 349417,
"cap_rate_pressure_pct": 0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 435777,
"expansion_capture_probability_post_event": 0.747,
"lease_rate_change_pct": 4.98,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.36
},
{
"action": "monitor_and_sta... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.122,
"capital_availability": 0.284,
"demand_pressure": 0.739,
"entitlement_friction": 0.687,
"labor_shortage": 0.489,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107091",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:34:00Z",
"trace_id": "5ca1c1cc-846d-4dd2-a4a2-a38d91e4566c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.124,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.164,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.65,
"battery_mwh": 9.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-DC4112B5E5",
"grid_service_limit_mw": 18.43,
"gross_sqft": 1291351,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.383,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.465,
"nearby_nodes": 8,
"network_redundancy_score": 0.693,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 80.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -244472,
"annualized_revenue_impact_usd": -366137,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 561652,
"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -0.81,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.06
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.335,
"capital_availability": 0.383,
"demand_pressure": 0.33,
"entitlement_friction": 0.465,
"labor_shortage": 0.593,
"portfolio_tightness": 0.564,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107092",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:18:00Z",
"trace_id": "1d999d8d-c601-4336-a433-f61413474a6f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.037,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.38,
"battery_mwh": 2.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-07A23D12B1",
"grid_service_limit_mw": 16.86,
"gross_sqft": 850602,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.115,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.626,
"nearby_nodes": 3,
"network_redundancy_score": 0.576,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 80,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": -0.8,
"tenant_expansion_probability": 0.161... | {
"annualized_noi_impact_usd": -186750,
"annualized_revenue_impact_usd": -254859,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 30,
"estimated_capex_usd": 692601,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -4.18,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.76
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.1
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.795,
"capital_availability": 0.115,
"demand_pressure": 0.337,
"entitlement_friction": 0.626,
"labor_shortage": 0.914,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107093",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:20:00Z",
"trace_id": "7660c1f5-743b-41ae-a8ea-c31c357284c2"
} | {
"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": 8.4,
"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": 0.256,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.16,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.46,
"battery_mwh": 1.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-425E985E2A",
"grid_service_limit_mw": 15.95,
"gross_sqft": 944206,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.71,
"nearby_nodes": 7,
"network_redundancy_score": 0.543,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -31324,
"annualized_revenue_impact_usd": -45516,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 484773,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.73
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.314,
"demand_pressure": 0.633,
"entitlement_friction": 0.71,
"labor_shortage": 0.788,
"portfolio_tightness": 0.486,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-107094",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:44:00Z",
"trace_id": "c44b0ca6-e9eb-433e-932f-65f80a247bd6"
} | {
"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": "development_timing_risk",
"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",
"expansion_request_open": true,
"growth_rate": 0.026,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.166,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 6.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-2701780606",
"grid_service_limit_mw": 12.46,
"gross_sqft": 946682,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.737,
"nearby_nodes": 7,
"network_redundancy_score": 0.709,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.9,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.23
} | {
"annualized_noi_impact_usd": -291232,
"annualized_revenue_impact_usd": -385238,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 391377,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -2.42,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.32
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.88
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.925,
"capital_availability": 0.075,
"demand_pressure": 0.435,
"entitlement_friction": 0.737,
"labor_shortage": 0.834,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-107095",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:39:00Z",
"trace_id": "eb2af16d-00c0-4a8f-b81e-8e9aa2bb8df4"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.377,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 2.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-D72C29E2C1",
"grid_service_limit_mw": 17.98,
"gross_sqft": 1116663,
"infill_site": true,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.151,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.249,
"nearby_nodes": 4,
"network_redundancy_score": 0.604,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"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": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 22232,
"annualized_revenue_impact_usd": 28813,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 752695,
"expansion_capture_probability_post_event": 0.42,
"lease_rate_change_pct": 2.17,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.41
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.59
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.151,
"demand_pressure": 0.578,
"entitlement_friction": 0.249,
"labor_shortage": 0.902,
"portfolio_tightness": 0.536,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-107096",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "6502c55a-e848-4bf7-a41e-66ea68075a51"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.318,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.71,
"battery_mwh": 8.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-445E69291B",
"grid_service_limit_mw": 18.44,
"gross_sqft": 581956,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.08,
"nearby_nodes": 3,
"network_redundancy_score": 0.463,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 11688,
"annualized_revenue_impact_usd": 15508,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 713559,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 2.08,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.59
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.52
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.481,
"demand_pressure": 0.442,
"entitlement_friction": 0.08,
"labor_shortage": 0.685,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-107097",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:45:00Z",
"trace_id": "972811d6-183b-4290-85b2-32f38a21882e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.267,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.53,
"battery_mwh": 6.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-7DA7480235",
"grid_service_limit_mw": 22.85,
"gross_sqft": 603728,
"infill_site": false,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.775,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.34,
"nearby_nodes": 6,
"network_redundancy_score": 0.545,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1293901... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.8,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": -69615,
"annualized_revenue_impact_usd": -98872,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 765403,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": 0.23,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.96
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 40.19
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.775,
"demand_pressure": 0.522,
"entitlement_friction": 0.34,
"labor_shortage": 0.699,
"portfolio_tightness": 0.371,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-107098",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:44:00Z",
"trace_id": "cb7c9021-b6fd-4a41-8be1-ca75b4d098c6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"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": 0.356,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.164,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.55,
"battery_mwh": 12.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-E7FBD69F97",
"grid_service_limit_mw": 22.96,
"gross_sqft": 866524,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.669,
"nearby_nodes": 5,
"network_redundancy_score": 0.514,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 85.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.544
} | {
"annualized_noi_impact_usd": 15774,
"annualized_revenue_impact_usd": 24263,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 734019,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.22
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.209,
"demand_pressure": 0.609,
"entitlement_friction": 0.669,
"labor_shortage": 0.864,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107099",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T07:31:00Z",
"trace_id": "1f6be08b-2367-4390-af44-fc93d5de3a6b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.242,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.42,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.37,
"battery_mwh": 1.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-5CE61E96A3",
"grid_service_limit_mw": 19.41,
"gross_sqft": 646223,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.446,
"nearby_nodes": 6,
"network_redundancy_score": 0.816,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 141... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -51655,
"annualized_revenue_impact_usd": -71329,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 509274,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": -0.24,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.66
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.802,
"capital_availability": 0,
"demand_pressure": 0.529,
"entitlement_friction": 0.446,
"labor_shortage": 0.73,
"portfolio_tightness": 0.495,
"powe... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.